{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "outputs": [],
   "source": [
    "# 让图片中可以显示中文\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'\n",
    "# 让图片中可以显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "array([-5.        , -4.79591837, -4.59183673, -4.3877551 , -4.18367347,\n       -3.97959184, -3.7755102 , -3.57142857, -3.36734694, -3.16326531,\n       -2.95918367, -2.75510204, -2.55102041, -2.34693878, -2.14285714,\n       -1.93877551, -1.73469388, -1.53061224, -1.32653061, -1.12244898,\n       -0.91836735, -0.71428571, -0.51020408, -0.30612245, -0.10204082,\n        0.10204082,  0.30612245,  0.51020408,  0.71428571,  0.91836735,\n        1.12244898,  1.32653061,  1.53061224,  1.73469388,  1.93877551,\n        2.14285714,  2.34693878,  2.55102041,  2.75510204,  2.95918367,\n        3.16326531,  3.36734694,  3.57142857,  3.7755102 ,  3.97959184,\n        4.18367347,  4.3877551 ,  4.59183673,  4.79591837,  5.        ])"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "array([2.50000000e+01, 2.30008330e+01, 2.10849646e+01, 1.92523948e+01,\n       1.75031237e+01, 1.58371512e+01, 1.42544773e+01, 1.27551020e+01,\n       1.13390254e+01, 1.00062474e+01, 8.75676801e+00, 7.59058726e+00,\n       6.50770512e+00, 5.50812162e+00, 4.59183673e+00, 3.75885048e+00,\n       3.00916285e+00, 2.34277384e+00, 1.75968347e+00, 1.25989171e+00,\n       8.43398584e-01, 5.10204082e-01, 2.60308205e-01, 9.37109538e-02,\n       1.04123282e-02, 1.04123282e-02, 9.37109538e-02, 2.60308205e-01,\n       5.10204082e-01, 8.43398584e-01, 1.25989171e+00, 1.75968347e+00,\n       2.34277384e+00, 3.00916285e+00, 3.75885048e+00, 4.59183673e+00,\n       5.50812162e+00, 6.50770512e+00, 7.59058726e+00, 8.75676801e+00,\n       1.00062474e+01, 1.13390254e+01, 1.27551020e+01, 1.42544773e+01,\n       1.58371512e+01, 1.75031237e+01, 1.92523948e+01, 2.10849646e+01,\n       2.30008330e+01, 2.50000000e+01])"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-5, 5, 50)\n",
    "y =  x**2\n",
    "display(x,y)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x1a090b96dc0>]"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y,\"r--\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 600x400 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(6, 4), dpi=100, facecolor='#11aa11')\n",
    "x = np.linspace(0, 2*np.pi)\n",
    "y = np.sin(x)\n",
    "plt.plot(x,y)\n",
    "plt.grid() # 网格线\n",
    "plt.show() # 显示图片"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, '子图4')"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x500 with 4 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "axes1 = plt.subplot(221)  # 2行2列的第1个子视图\n",
    "axes1.plot(x, y)\n",
    "axes1.set_title('子图1')\n",
    "axes2 = plt.subplot(222)  # 2行2列的第2个子视图\n",
    "axes2.plot(x, y)\n",
    "axes2.set_title('子图2')\n",
    "\n",
    "axes3 = plt.subplot(223)  # 2行2列的第3个子视图\n",
    "axes3.plot(x, y)\n",
    "axes3.set_title('子图3')\n",
    "\n",
    "axes4 = plt.subplot(224)  # 2行2列的第4个子视图\n",
    "axes4.plot(x, y)\n",
    "axes4.set_title('子图4')\n",
    "\n",
    "# fig.tight_layout()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x1a0923d1e50>]"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x500 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(-np.pi, np.pi, 30)\n",
    "y = np.sin(x)\n",
    "\n",
    "# 子图1\n",
    "axes1 = plt.subplot(2, 2, 1)\n",
    "axes1.plot(x, y, color='red')\n",
    "\n",
    "# 子图2\n",
    "axes2 = plt.subplot(2, 2, 2)\n",
    "lines = axes2.plot(x, y)\n",
    "lines[0].set_marker('*')   # 点的样式\n",
    "\n",
    "# 子图3\n",
    "axes3 = plt.subplot(2, 1, 2)  # 2行1列的第2行\n",
    "axes3.plot(x, np.sin(x*x))\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'A')"
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x500 with 2 Axes>",
      "image/png": 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FePJJoH171RG5R5MmwODBsj9kiEzoJiIyGrNZyljv3wc6dQI6d1YdkXvUrGkpax0+HLh9W208Ho8Ttw2DiQUpNWMGEBkpJZNaO1ZvMXastKE9dgwYP151NERE9lu6FFizRu7ee9s5/O23Zc7FhQvAxImqo/FwXMPCMJhYkDJXrshEbUDWrihfXm087lasmOWNeOxYqU8mIjKKxETg9ddl/+23gWrVlIbjdv7+lonc48dbmhaRkyUlySJXAEcsDICJBSnzySfAjRtAvXoyGc4bPf008Oij0hddWxiQiMgIPv8cOH1aGvX83/+pjkaNXr2Ahg2lK9Ynn6iOxkOdOCF104GBQJkyqqOhXDCxICVOnwZ++EH2v/oK8PNTGo4yJpOMVgDSE50rchOREcTEAOPGyf5XXwGFC6uNRxUfH0mwAHlP+/tvtfF4JOsyKE9b4MoDMbEgJT7+WCb7tW0LtG6tOhq1mjUDOnaUCezaZEAiIj0bMUJGWlu1Ap56SnU0arVqJRPXk5O9d+TGpdgRylDUJBZLlkizaz8/qYPRZvsfPgxEREjx+fDh6ZtDb9ki2WqJEpa+dpoFC2Q1nnLlgF9/TX9syhSZIVulCrBxo0t/LLLN0aOyKisAfPaZ2lj0QqvTnTcP2L9fbSxERDk5dAj4/XfZnziRN5EBGb3x8QEWLpSGJOREXMPCUNyfWJw6BQwYIH+F584BDzwADBwok3O6dAEaNAD27gWio4FZs+RzrlwBunYF+vSRv9g5c4BNm+TY4cNAv37Ahx9Ka4qRIy0rNK5ZIzPKfvwR+OUX+T5c6li5kSOlXLJ7d6BRI9XR6EPdukDfvrLPO15EpGcffyz3/Z58Us5dBNSuLZc2QOb7ouQgjlgYislsdvOv//Ll0v5m0CB5vmmTjCHOnQs8/zxw9ixQqJCsmvbyy8D27dI654cfJNkwmWTEY/58SRZef11+6Vavlq83aZIkIqNHy5VrmTLA99/LsTfekCWPBw60KdSzZ88iJCQEsbGxqFChgrP/JbzSvn0y0c1kAg4elJMxiVOn5LyZnCx/Fi1bqo6IiCi9AweA+vV5Ds/KuXNA9erSLWvRIrkEIQelpgIBAcCdO3KtV6OG0nB4XZg7949YdO5sSSoAGV2oXl0SicaNJakAgPBwSSQAOdaqlWW8tVEjuULVjlkX6dt6LAtJSUmIj49P2xISEhz8YSmjDz6Qx379+IaUUdWqwIsvyv6IEbzjRUT689FH8vj00zyHZ1S+PPDmm7L/7rsyj5AcdPasJBX58klJO+me2snb9+5JO4khQ4D4eFlpRmMyAb6+0o8047HAQEvT/7wey8LYsWMRFBSUtoWFhTnhhyTNtm0ysOTnZ3lzovQ+/BAoWBDYtUsWniIi0ot9+6RgwMcHGDVKdTT69M47MhX0779lAVhykFYGVa2aJBeke2oTi1GjpEfdwIFytenvn/54gQKSqWY8pr0O5P1YFkaMGIG4uLi0LVobMSGHmc2WuQMvvCB35ymzsmUtC069/750iiIi0gMtmejbl+Xu2QkMtHT3GzNG7p+SA44ckUdO3DYMdYnFxo3SsWnuXMlCg4NlboS1hAQgf/7Mx7TXgbwfy4K/vz8CAwPTtoCAAAd/SNKsWSPTZfz95a48Ze+dd6Qx2pEj0qeAiEi1P/8EVqyQQgK2xc7Ziy/K9M7YWLnEIQccPiyPdeqojYNspiaxiImRDk9TpgBauVFERPoebTEx0ikqODjzsf37pZgxq8+z9Ri5TWqqZbRi2DD+F+SmaFHgvfdk/6OPZDI3EZFK2mjFs8/KtEjKXoEClrkW48Zx5Nkhhw7JIyf0GIb7E4vERJnA3a0b0KMHcOuWbM2ayZyImTPl48aMkdXTfH2l1eyOHcD69TIb6vPPgXbt5ON69pTm/4cOydeZPNly7MkngalTpVXDpUtS8KgdI7dZskRyuiJFLBfMlLNhw4DixSW/XrBAdTRE5M127JBRZz8/SwMOytmQIXKT6Phx6RBFeZCaaimF4oiFYbg/sVi7Vro9TZsmLcS07dw5YPp0uaIqUUKuRsePl88pUUJW4enYURa7O37ccnarWxd47TXpYVq+vCQiQ4fKsS5dgDZt5PZKaKj0yHviCbf/yN7MbJY7NoD8N5UooTYeoyhUCHjlFdkfP54doohIHW20YsAANuaxVUAA8Oqrsj9mDM/heRITI/Ni/f1l8jYZgvvXscjNxYvSeqJxY7llay0mRjoENGsmt7+tRUdLctKiReZ5FHv2ALdvyzE7lghlv2LHbd0q/+z+/sCZM5IXkm2uXQMqVpTz6po1wOOPq46IiLyNdg7Plw84cQKoVEl1RMZx7Zr8e92+DaxaBbRvrzoig1m8WCpb6tcH/vpLdTQAeF1oC7VdobJSpowsmJcxqQBk1KFDh8xJBSBzNR57LOvJ2RERstqYHUkFOccXX8jjc88xqbBX8eKWtRy1wTsiIncaO1YeX3iBSYW9ihcHBg+W/TFj1MZiSNr8CpZBGYr+EgvyGNHRstC6yQS89ZbqaIzpzTelum/jRmDvXtXREJE3OXJE1h7y8QGGD1cdjTG9+abc79y2TTayg9YRysATtw8flnvbxYrJ31BuNULPPSfXTBm306flc4sWTf/66NFu+CHsxMSCXObLL+WxRw92EcmrSpWkgRogPQuIiNxlwgR57NGDcyvyqnx5uVgELKM/ZCODj1gkJclU3wYN5MZgdDQwa1bOnzN1qqwLrW0rV8r1U0iIlCIWLZr+uB4TfiYW5BLnzwO//CL7evzFN5J33pHHhQuBkyfVxkJE3uHiRcs5nCPOjnnnHRn1WbUKOHBAdTQGkZQky5cDhk0sVq0C4uIkQa9aVcrhcluNvVAhSR60beJEaTvv6yvThR95JP3xjOtK6wETC3KJSZOkM3DTpjIPn/KuTh1piJaaahkFIiJypSlTZNXoxo3lYobyrmpVoHdv2eeohY2OHZMFQIoWBcqVUx1NJgkJCYiPj0/bkpKSMn1MVJT8/RQqJM/Dw2XUwlZ79kjPIu13Z/du2YoWBUqVkuaoOmu/BICJBblAfDzw/feyr91tJ8e8+648zpoldxKJiFzlzh3gu+9kn6MVzqGt4TR/vuVGPOXAugxKh413wsLCEBQUlLaNzSJjjI+XnkMak0lGHm7csO17fPMN8NJLMtoFyO9Nly6yLtjcuXKd9dtvTvhhnIyJBTndjz/KH9SDD0qDL3Jcs2Zy5yMpSdaAJCJylf/+V1qlhobK/ApyXJ06stav2cyRZ5vofH5FdHQ04uLi0rYRI0Zk+hg/v8ylSgUKSOKem+vXZTm3AQMsr61aBXz9tfxdtm0r66TocQFdJhbkVPfuyS8+IHMrfPgb5hQmk2XUYupUSdyIiJwtNVXqugHg9dflDis5x9tvy+Mvv8iFI+VA5x2hAgICEBgYmLb5ZzHZITgYuHIl/WsJCVmvipDRH3/IDcVixbL/mFKlZPk2veFlHznVr7/KL3rZskC/fqqj8Sxdu8ooUFycjAoRETnb8uVSchEUlP5uKTmuaVOgbl0gMRH46SfV0eiczkcsbBERAURGWp7HxEjVQXBw7p/7++/AE09Ynicmyj9FYqLltchIfa4tw8SCnMZ6iPe11/TZrcDIrHvJT54s89qIiJzpq6/kcfBgICBAbSyexmQCXnlF9qdM4Tk8WzdvArGxsq/TEQtbNG8u1QUzZ8rzMWOkhMnXV37E7P7/ExOBLVtkXWdNwYKyyPDQodK6duJEmWfx0kuu/insx8SCnGbtWhm9LFLEstooOVffvrKaa2ys3FkkInKWvXuBrVulNly7ACbn6ttX7lifPg2sWKE6Gp06ckQeK1SQFkgG5ecHTJ8ODBsGlCghcybGj5djxYpZBmUy2rlTjmdcO+ann4AzZ2Tk64cfgHnzgBYtXPsz5AUTC3KaqVPl8fnnDX0u0LUCBYAXXpD9KVPUxkJEnkUbrejdW67pyPkKFgQGDpT9b75RG4tueUAZlKZrV+DUKWD2bODoUSAsTF43m4F69bL+nDZtsu7+WLEisHEjcPeudOPt2dNlYTuEiQU5xZkzljvoQ4eqjcXTDRkiQ+rr1rFtIRE5x7//SitUAHjzTbWxeLqhQ6W0df16udikDDwosQCAMmWkQ2bx4qojcQ8mFuQUP/4o3UTatAFq1FAdjWcLDbW08dV6zRMROWLqVKn5btUKqF9fdTSerVIluZMNAN9+qzYWXdJ5RyjKGRMLclhSktQRAvqcSOSJXn5ZHmfOBG7fVhsLERlbUpKlSxHnVriH9u88e7Z0+qP/MZs9bsTC2zCxIIf98Qdw+TJQrpzlLgy51uOPA1WryhvS3LmqoyEiI1u0SPrtlysnK/uS67VqBdSqJTeGZs1SHY2OnD8vS1P7+kp/dTIcJhbkMK0cZ9AgIF8+tbF4Cx8fy+jQlClyk4eIKC++/14eBw6UTjbkeiaTdAsCpBwqNVVtPLqhlUFVry7dSshwmFiQQw4dArZtk5sLL76oOhrvMmCAnHejotIvwkNEZKtjx6Rnvo+PpVsRucczz8hChCdPAmvWqI5GJ1gGZXhMLMgh2mhF9+4yjE7uExwsPdEBtp4lorz54Qd57NQJCAlRG4u3KVLEsro5W8/+j5ZYcOK2YTGxoDxLSAB+/ln22WJWDe3fff584NIltbEQkbEkJlrq+4cMURqK13r5ZSmLWrUKOHFCdTQ6oJVCccTCsJhYUJ798gtw65a0l23VSnU03qlBA+Dhh4H79y2duYiIbDF/PnDzprQ/bddOdTTeqVo1oEMH2dfmunitlBQgOlr2mVgYFhMLyhOz2bLS9tChcseF1NBaz/7wA5CcrDYWIjIO7UL2xRdlnhypoTXi+O9/gXv31Mai1MmTsqx0wYKyYBMZEhMLypPt22XEslAh4NlnVUfj3Z56CihRAoiNtax+TkSUE63pg58f8PzzqqPxbu3bA2XLAlevAkuXqo5GIa0MqlYtZroGxsSC8kQbrejbFyhaVGkoXq9AAeCFF2SfK3ETkS20Sdvdu8tFLanj5wc895zsz5ihNBS12BHKIzCxILtdugQsXCj7XGlbHwYNksd162TkgogoO7duyRw5ABg8WG0sJLRRozVrgH//VRuLMuwI5RGYWJDdfv5ZJgs3agQ89JDqaAgAqlQBWraUuS+zZ6uOhoj07NdfpatftWpA69aqoyFA/i+0c7jXrsTNjlAegYkF2cVsBmbOlH2t/Ib0QeuHPnMmV3Elouxpk7YHD5aF8UgftPfUn37ywnN4YqJM3gaYWBgcTylklz17pBtcgQLA00+rjoas9ewJBAQA//wjq6ETEWW0dy/w119A/vyWun7Sh549ZSXuM2eADRtUR+Nm0dGSTRUvDpQurToacgATC7KLNlrxxBNyAiT9KFwY6N1b9n/6SW0sRKRP2uTgnj2lmxzpR8GCQL9+su91k7ijouSxTh32rzc4JhZks8REqc0FLGU3pC/aBMAFC4D4eLWxEJG+3L0LzJsn+2wxq08DB8rjokXAtWtqY3Gr/fvlkRM3DY+JBdls8WIgLg6oWJET/vTq4YeBBx8E7twBfv9ddTREpCdLl8pK2xUqAK1aqY6GslK/vmz37lk6d3kFLbGoX19tHOQwJhZkM60Mqn9/TvjTK5PJcieS5VBEZE3rGPfss1x/TM+0SdzTp0vDFI+XkgIcOCD7HLEwPF4ekk3+/RdYv172OeFP3/7zH7loiIwEjh5VHQ0R6cGFC8Dq1bL/7LNqY6Gc9e0rDVIOH5aGKR7v5Eng9m2ZZFKjhupoyEFMLMgm//2v3Dlp0ULWTCD9KlMG6NhR9r22HzoRpTNnjjTdeeQRXrvpXbFiMrke8JJJ3H/9JY/h4RxK8wBMLChX1gv2cNK2MWjlULNny2KGROS9rM/h/fsrDYVspJVD/fqr3Mz3aJy47VGYWFCutm8HTp0CihQBnnxSdTRki06dgFKlgEuXLOUPROSd/voLOHIE8Pfn+kNG0aIFULWqrJA+f77qaFyME7c9ChMLypU2abtXL1krgfQvXz6ZawFY/v+IyDtpoxXduwNFiyoMhGzm42OZz+jR3aHMZkspFEcsPAITC8rRrVuWtqUsgzIW7f9r2TLg8mW1sRCRGklJwNy5ss/GG8aiLZa3cSNw7pzaWFwmNha4fh3w8wNq11YdDTkBEwvK0YIFUt9ZvTrw6KOqoyF71KoFNGoEJCd7+B0vIsrWihVy3Va2LPDYY6qjIXuEhgJNm8pNfW1xWo+jjVbUqiW1emR4TCwoR1oZzXPPyRoJZCzaqMXPP6uNg4jU0Nau0NpQk7E884w8euw5nPMrPA4TC8rWP/8AW7dKrSf7nhvTU0/JfIsDB4DoaNXREJE7Xb4MrFwp++wGZUxPPQXkzw8cPCibx9FGLJhYeAwmFpQtrS63dWugQgW1sVDeFC8OtG8v+3PmqI2FiNxr7lwphYyIAMLCVEdDeREcLF3+AA89h7PVrMdhYkFZMpstJzFtAhkZk/b/N3eu/L8SkXfQyqA4WmFsWjmUtsihx7h8WWalm0xA3bqqoyEnYWJBWTpwADh2TOZSPfGE6mjIEV26yBokp08DO3eqjoaI3CEqSs7j+fMDvXurjoYc0bGjtAk+dw7YskV1NE6kjVZUrw4EBKiNhZyGiQVlSSuD6tIFCAxUGws5plAhS3LokUPpRJSJ9rfeubOURJJxFSggcy0AD+vwx4nbHomJBWWSmmppbde3r9pYyDm0cqjffwfu31cbCxG5VmoqMG+e7PMc7hm0cqgFC4DERLWxOA0nbnskJhaUydatMuQaFCRDsGR8rVsDpUsD164Ba9aojoaIXGnnTll3LDCQ53BP0bQpUKkSEB8vi556BE7c9khMLCgTrQzqySe5Xo2n8POz1FmzHIrIs2nn8B49gIIF1cZCzuHjYxl59ohyqPh44ORJ2eeIhUdhYkHpJCUB8+fLPrtBeRbt/3PJEiAhQW0sROQa9+9bzuF9+qiNhZxLO4evWgVcvao2FocdOCCPISFAiRJKQyHnYmJB6axeDdy8CZQrBzRvrjoacqaGDaX5RmIisHix6miIyBU2bJCLzpIlgTZtVEdDzhQWJlVDyckyX87QOHHbYzGxoHS0IfTevQFfX7WxkHOZTJY7XiyHIvJMWuONXr2kBJI8izaJ2/DlUF4ycfvwYVmgslgxYPhw29aSCg+X92ttGzjQcmzBAplrU66c5W9db5hYUJr4eGDpUtlnGZRn0v5f160DLl1SGwsROVdiIvDHH7LPMijP1KePzLeIjAROnVIdjQO8YOJ2UpK07G/QANi7F4iOBmbNyvlz7tyR/9fLl4EbN2T75hs5dviwvId/+KE0YRk5Ejh+3OU/ht2YWFCaxYuBu3eBGjU8/iaC16pWDWjUSNpR/vab6miIyJlWrABu3QIqVgQeeUR1NOQKZcoAjz0m+3q9Y52rxES5ygY8+mJj1SogLg6YMAGoWhUYMwaYMSPnz9m/X0YsSpaURRGLFrU0YJg+HWjVSkYw6tQBhg0Dfv7Z1T+F/ZhYUBqtDKpvXxl+I8/Ecigiz6RdaPbuLXe1yTNpHf4Me3Po8GEgJUUmbVeooDqaPElISEB8fHzalpSUlOljoqKAxo1lkVpAEgYtn8rO7t3A2bOWxOKll2TkQ/t6rVtbPrZRI2DfPuf8PM7EUw8BkLKYdetknwsqebann5b5M7t3AydOqI6GiJwhLk5GLACewz1dt25AvnxyfZ7bhaouWU/cNuhdzLCwMAQFBaVtY8eOzfQx8fFAaKjluckk7703bmT/dY8flzVLtm+Xcqd164CJE7P+eoGBwPnzTvqBnIiJBQGQDhOpqZIBV6umOhpypdKlgbZtZV8bpSIiY1u8WO5s1qwpd0bJcxUrBrRrJ/uGHLXQJm4beH5FdHQ04uLi0rYRI0Zk+hg/v8xrgRUoIPMosvP99zLyWKMG8PDDMo9iwYKsv15uX0sVJhYEwHKByUnb3kG7o2n4loVEBMByDu/Tx7A3gckOTz8tj7/9ZlunIV3xgFazAQEBCAwMTNv8s1hNODgYuHIl/WsJCUD+/LZ/n1KlgHPnsv569n4td2FiQYiJAXbtkprcXr1UR0Pu0LWrnJCio4EjR1RHQ0SOuHxZ1q8A2A3KW3TtKnevjx8HDh1SHY0dkpOBgwdl38CJhS0iIqR7lyYmRkYVg4Oz/5xHHgFiYy3PIyOlvWxWX2//fqB8eefG7AxMLChtldZWraTjBHm+okUtQ+kctSAytvnzZS5sRARLWb1FYCDQsaPsG6oc6tgxaT9ZpIjH/7I2by7zImbOlOdjxkgZsq+vLESckpL5c2rVAgYPBv78E5g9G/jqK5nADQA9ewLz5kkieesWMHmy5X1cT5hYUNqF5VNPqY2D3EsbnZo/34BD6USURusGxdEK76Kdww1VDrVnjzw+9JDHty7z85MWscOGSQOsJUuA8ePlWLFiWY80ffmljES1agWMGgV88QXQv78cq1sXeO01oGFDGanw9QWGDnXfz2Mrrsvp5f75R9qV+fgATzyhOhpyJ20o/ehRKYeqXVt1RERkrzNngB07ZF6FVndP3qFzZ1nj4NQpmQ/doIHqiGzw55/y+PDDauNwk65d5f9n3z5pPVu8uLyeXSJYtCiwaFH2X++zz2Qu7LlzQIsWnGNBOmRdBlWypNpYyL0CA4H27WWf5VBExqSdw5s3B8qVUxsLuVeRIpJcAAYqh9ISi0aN1MbhRmXKAJ06WZIKR4WFySKJekwqACYWXk97U2IZlHfShtJ//91AQ+lElEZrRcnGG95JG6UyxDn8zh1L/Y+XjFh4IyYWXoxlUNSli0E7ixAR/v1XbgCbTDyHe6uOHYHChaUkbvdu1dHk4q+/ZMZy2bKGXXGbcsfEwouxDIoCAoAOHWSf5VBExqKNVjRrxo5+3qpgQanjBwxQDmVdBsXFVjwWEwsvpl1Icgjdu7EcisiYtMSCpazezbocKjVVbSw50oZUWAbl0ZhYeKl//pFRSV9foEcP1dGQSp07AwUKACdOAFFRqqMhIlvExspiWSyDovbtpRnHuXPAzp2qo8mBl3WE8lZMLLwUy6BIExBgWWiJ5VBExrBwoTw++ii7QXk7f3+ge3fZ12051KVLMhHEZJKFGMhjMbHwUlwUj6yxHIrIWFgGRda0cqgFC7Je0Vk5rQyqZk0ZXiGPxcTCC2mL6bAMijSdOlkWWjpwQHU0RJSTc+dkUTwA6NlTbSykD23bymrOFy8C27apjiYLLIPyGkwsvBDLoCijIkUkuQBYDkWkd1oZVJMmQPnyamMhfcif31IOpf1+6Io2YuFFC+N5KyYWXoiL4lFWtN8HlkMR6RvLoCgr2ujVH3/orDtUaio7QnkRJhZehmVQlB2tHErrGEZE+nPhArB9u+yzDIqstW0r0xfOn7dUHunC338DcXHyBlO7tupoyMWYWHgZlkFRdgoXltazAMuhiPTqjz9kRLFxYyAkRHU0pCf+/pZzuK7KobTRioceAvLlUxsLuRwTCy/DRfEoJ08+KY/axQsR6QtLWSkn2pomCxfq6BzOidtehYmFF/nnH2D/fpZBUfY6dJC7XidPAkeOqI6GiKxdvAhs3Sr72k0AImvt20vF0enT8n6vC0wsvAoTCy+yaJE8tmgBlCihNhbSp4AA4PHHZV9XQ+lEhEWL5C50o0ZAxYqqoyE9KlxYbhABMvKs3N27QFSU7LMjlFdQl1hcvQqEhkparXn1VVmVUduqVbMcO3wYiIiQRs3Dh6cf49uyRRZdKVECmDAh/fdZsACoVEmWJv31V5f+SHqnnWS0oVKirGi/H7p4UyKiNCyDIltok/p1cXNo/34gORkoVUquxcjjqUksrl6VGUbWSQUA7N0LrFgB3LghmzaOl5QEdOkCNGggHxMdDcyaJceuXAG6dgX69AEiI4E5c4BNm+TY4cNAv37Ahx8Ca9YAI0cCx4+766fUlQsXgJ07ZV/rdU2UlS5dpFzu4EEpiSIi9S5flntoAMugKGedO8u6FseOyeWSUtZlUCaT2ljILdQkFr17A337pn8tOVmKups3B4oWlS0gQI6tWiWtyiZMAKpWBcaMAWbMkGNz5shoxIcfAtWrS/KgHZs+XdofDRwI1KkDDBsG/Pyzu35KXVm8WB4bN+aCSpSz4sXlzwawlM8RkVpLlshyAA0aAJUrq46G9CwwEHjsMdlXPmrBhfG8jprEYto0KXuyduiQnDXr1ZOZR+3bA//+K8eiouSKuFAheR4ebknDo6LkKkjLhBs1Avbtsxxr3dryPayPZSEpKQnx8fFpW0JCguM/q05oZS2ctE22YDkUkb5oST5LWckWuimH4sRtr6MmsQgNzfxadDRQo4aMKBw8CPj5AYMGybH4+PSfYzJJrcaNG5mPaavDZPV51seyMHbsWAQFBaVtYWFhDvyQ+nH9uqU6jIkF2aJ7d/kz27ULOHtWdTRE3i0uDli/XvaZWJAtunaVy6SoKFkYV4mrV6UdJSBzZMkr6KcrVL9+Mn/ikUekpGnqVGDdOkkO/PykB6a1AgWAO3cyH9NeB3I+loURI0YgLi4ubYtWXpzoHMuXAykpUg1WvbrqaMgIypaVP0XAUkZHRGqsXAncvw88+KBsRLkpXhxo2VL2lY1aaGVQNWpIeTt5Bf0kFhmVKiWlURcuAMHBMknbWkKCzE7KeEx7Hcj5WBb8/f0RGBiYtgVoczwMjt2gKC9YDkWkD1oZFEecyR5aOZSyczjLoLySfhKL4cOBuXMtzyMjAR8fICREhtAiIy3HYmKkU1RwcOZj+/dbZifndMxL3LolDbEAJhZkH+33ZcsWGdEmIve7e1dGLAAmFmSfHj2kpPXPPxWVtGojFkwsvIp+Eou6dYEPPgA2bADWrgWGDAGefVYmbDdvLiVRM2fKx44ZA7RtKwWEXbsCO3ZIAer9+8DnnwPt2snH9ewJzJsnE8Nv3QImT7Yc8xKrV8sbU9WqUgpFZKvQUKB+fRk4XLpUdTRE3mndOuD2baBCBaBhQ9XRkJGUKQM8+qjsu33UwmxmRygvpZ/E4plngKeflmSgTx/pCvXtt3LMz09axw4bJovgLVkCjB8vx0qUACZOBDp2BEqXlnUqPvhAjtWtC7z2mpyNy5eXRGToUDU/nyLWZVBsIU320kYtlHcWIfJS1mVQPIeTvZR1hzp5UjrH+PtLJ0/yGiaz2XoJa527eFHaxTZuLDOTrMXEyGowzZoBRYqkPxYdDZw7B7RokeMci4zOnj2LkJAQxMbGokKFCk74AdwrKQkoWVKmlkRGyj8bkT2io4FateTP5vJlIChIdURE3iM5We46X7sGbNxoWV+GyFb//isLXptMMmW1dGk3feOZM4HnnweaNgW2bXPTN3U9o18XuoN+RixsUaYM0KlT5qQCkLqNDh0yJxUAEBYmq8XYkVR4gg0bJKkoW5YjkZQ3NWtKQ4979yx13kTkHtu2SVJRvLjcMyOyV8WKUrRhNru5pHX7dnls2tSN35T0wFiJBdnFelE8H/5PUx6YTOwORaSKVgbVtatUBBPlhTbp362tw7VRCmbEXoeXmx4qJUWmogDsBkWO0Wp0V64EEhPVxkLkLcxmy4Ugu0GRI7p3l8f166WKweUuXQJOnJA7U02auOEbkp4wsfBQ27dLi9DgYGmqRZRXDz0kw+l37lhaFxORa+3bB8TGAoULSyUvUV7VrCmL4967J50iXU4rg6pThwvjeSEmFh5KK1vp2hXIl09tLGRsJpOioXQiL6adwzt2BAoUUBsLGZvJZBm1cMs5nPMrvBoTCw9kNltqc1kGRc6gvSktXy6daojItbjaNjmTdg5fsUJGLlyK8yu8GhMLD/TXX5Yh9LZtVUdDnqBpUymru3ZN1qMkItc5elS6p+fLJyMWRI56+GFpNRsXB2zZ4sJvlJAA7N8v+xyx8EpMLDyQNmm7XTugYEG1sZBn8PMDOneWfe33i4hcQxutaNOGa8eQc/j6Smk04OJyqF27gNRUoHJlWS6evA4TCw+knTS6dVMaBnkY7fdp8WIptyMi12ApK7mCVg61ZIlc+7sE51d4PSYWHiYmBjh0SO5OdOqkOhryJO3aySTSmBjg8GHV0RB5pthYYO9emXCr3WEmcobWrWUN4XPnpOuYS2jzK5hYeC0mFh5GK1Np1izrBcqJ8sp6zg67QxG5hrY6cpMmUhNP5CwFCgAdOsi+S87h9+9LKRTAidtejImFh9ESC23Ik8iZrIfSicj5tL8tlrKSK7i07exff8kqqsHBwIMPuuAbGM/hw0BEBFCsGDB8uG1lxB9/LP+E/v7SFc56UcPwcBnN1LaBA10Xe14xsfAg164BW7fKPt+UyBU6d5aTmbZ4FxE5T1wcsHmz7PMcTq7QsaM044iOBv7+28lf3Hp+hQ8vL5OSgC5dgAYNpLwxOhqYNSvnz5kzR7bVq4EjR6RD3LhxcuzOHeDUKeDyZeDGDdm++cblP4bd+D/vQVaskAlZ4eHSkIHI2UqXlhINwFKyQUTOsWqVVJM8+CDwwAOqoyFPVLQo0KqV7Dt95JnzK9JZtUpuFkyYAFStCowZA8yYkfPnxMYCs2cDjRoB1aoBTz9t6d67f79c35UsKf+PRYvqs/MnEwsPwjIocgfr7lBE5DwsgyJ3cEk5lNlsGbHwgvkVCQkJiI+PT9uSkpIyfUxUFNC4MVCokDwPD5dRi5y89x7wyCOW58ePA9Wry/7u3cDZs5bE4qWXZFREb5hYeIjERBk6A/imRK6lvSlt3gzcvKkwECIPcu8esHKl7PMcTq6kdRuLjAQuXnTSFz12TOqxCxYEHnrISV9Uv8LCwhAUFJS2jR07NtPHxMcDoaGW5yaTdOy8ccO27/H339J6etAgeX78uAwGbd8OrFkDrFsHTJzohB/GyZhYeIgNG6T+LiQEqF9fdTTkyapXB8LCgORky4UQETlm61a5EClVSlZJJnKVChVkQrHZDCxb5qQvqo1WPPwwkD+/k76ofkVHRyMuLi5tGzFiRKaP8fOTCdjWChSQa7XcpKYCzz8vk7Nr1ZLXvv8e+PVXoEYN+WceORJYsMAJP4yTMbHwENZD6CaT2ljI82l3VNkdisg5tL+lLl0475Vcz+nlUF42vyIgIACBgYFpm3/GDALS2enKlfSvJSTYlnd9+ilw/TrwxRfZf0ypUrImid7w9OUBUlIsE2k5hE7uoL0prVypzxpPIiMxmzm/gtxLO4evX5++nWmeedH8CltFREi5mSYmRt4vg4Nz/rxly2TC98KFlvkZgMy9sO7GGBkJVKrk3JidgYmFB/jzT2k/FhQEtGihOhryBg0bAmXLArduAZs2qY6GyNgOHJALhkKFLItQErlSzZrSdejePanXd8i5c3LV7OMjs5UJANC8uZQ3zpwpz8eMkb9vX1+Zn5iSkvlzjh4F+vSRNrIhIfIeq5VO1aoFDB4s13yzZwNffSUTuPWGiYUH0O50deoE5MunNhbyDj4+7A5F5CzaOfzxx/XZPpI8j8lkOYc73DpcG62oVw8IDHTwi3kOPz9g+nRg2DCgRAn5Ox8/Xo4VKwYcOpT5c378Ebh9G+jfHwgIkC0sTI59+aXM2WjVChg1Ssqk+vd3389jKyYWHoBD6KSC9ZtSaqraWIiMjOdwUkHrDrVihTTjyDMvm19hj65dZVG72bNlNEJLEsxmycMymjhRjllvp0/LsaJFpUvUnTvymh5HKwAmFoZ37Ji0IMuXD2jfXnU05E1atZK7KRcuAHv2qI6GyJjOnJFSKB8fWdmeyF2aNJF6/+vXgZ07HfhC1ituUyZlykhFSfHiqiNxDyYWBqfd6WrThiOQ5F7+/kCHDrLPVbiJ8kb723n0USmXIHIXPz+54AUcOIffvAkcPCj7TCwITCwMj0PopJI2lM7EgihveA4nlbRz+JIlUnZjty1b5BMfeEA6epDXY2JhYJcuAbt2yb52ciBypw4dpMPF4cPAP/+ojobIWG7elOsygOdwUqNdO1lX4eRJKau224YN8timjVPjIuNiYmFgK1bIjYKGDYFy5VRHQ94oONjSttxpK7gSeYlVq2TSbM2asqI9kbsFBMh8OSCPI89aYtG6tdNiImNjYmFg2kmAd7pIJe33j4kFkX1YBkV6kOeS1gsXgOho6V2rZSfk9ZhYGFRiIrBunex36aI2FvJu2u/fli1S2kFEubt3T0YsACYWpJZ2Dt+5E7hyxY5P3LhRHuvV856WR5QrJhYGtXGj9DIOCQHq1lUdDXmzatWklCM5GVi9WnU0RMawZYusylu6NNCokepoyJuFhAD160tp9YoVdnwi51dQFphYGJR1GZTJpDYWInaHIrKPVjrYubOsYUGkkt3ncLOZiQVliaczA0pNtbwpsQyK9EB7U1q5Erh/X20sRHpnNnOOHOmL9nu4Zo2UWufq1Cng339ldV6tgwcRmFgY0l9/yZypIkWAli1VR0MEPPwwULIkEBdnWYSViLJ2+LCsuF2gANC2repoiKQUqkIFKbHWpk7kSPugxo2BwoVdGhsZCxMLA9LudLVvL6sfE6nm6yslHQDLoYhyo/2NtG0LFCqkNhYiQEqq7SqHYhkUZYOJhQFpf/QsgyI9cXgFVyIvwVJW0iPr1uGpqTl8YGqqZcSC61dQBkwsDObMGSAqSib7deyoOhoii8cekxG0mBhpbU5EmV28CPz5p+xro3xEetCypZRYX7gA7NuXwwceOgRcvSrDbQ8/7K7wyCCYWBjM8uXy+OijQIkSamMhsla4sGVUnOVQRFnT2nk2bAiUK6c2FiJr/v5SYg3kcg7XyqCaNwfy53d5XGQsTCwMhmVQpGdchZsoZ9rfBrtBkR7ZNM+C8ysoB0wsDCQ+Hti0Sfb5pkR6pJV27NoFXLqkNhYivUlMBNaulX3eHCI96thRSq0PHgROn87iA+7fB7ZulX0mFpQFJhYGsnat/E0/8ABQo4bqaIgyK19eSjzsXsGVyAts3CjJRUgIULeu6miIMiteXEqtAUvpdTq7dwO3bskH8peYssDEwkBYBkVGwFW4ibJmfQ43mdTGQpQd7Rojy5JWrQyqVSsuGU9Z4m+FQSQnW+4AswyK9Ez7/Vy71sYVXIm8QGqq5Q4wbw6Rnmm/n5s2SQl2OlqbWZZBUTaYWBjEzp3A9etAcDDQpInqaIiyFx4OVKwoSYV2c4vI2/31F3D+vLTzbNVKdTRE2atRA6hWTUqvtTlBAGRZ7shI2ef6FZQNJhYGoQ1JduwI+PmpjYUoJyaTZRI3u0MRCe1v4fHHpa0nkV6ZTNmUQ23fDty7B1SoAFSvriQ20j8mFgbB+RVkJNrv6fLlXIWbCLCcw1nKSkagncNXrgRSUv73onWbWU4SomwwsTCAv/+WLV8+y+I1RHrWsqUsmHf+PLB/v+poiNSKjQUOHJBrsY4dVUdDlLumTYGgIFlge9eu/73I9SvIBkwsDEAbimzRAggMVBsLkS0KFJCSD4DlUETa30CTJkDJkmpjIbJFvnyWJHjZMgDXrslEIYDzKyhHTCwMQHtTYhkUGUmOLQuJvAjP4WRE6c7ha9ZIXWudOrJgEVE2mFjo3I0bMl8K4JsSGUunTlL6sW+flEQReaNbtywdOnkOJyNp3x7w9QWio4F/ftsjL7KWj3LhUGJx7949mM1mpKamOiseymDVKpk4VasWEBqqOhoi25UqBTz8sOxnuYIrkRdYt04a6VSpAtSsqToaItsVKwY0ayb7y9YXlB0mFpQLuxOLhIQEDBo0CKVLl0ahQoVw6NAhVKhQAfv27XNFfF5PuyDT2ncSGQnLocjbWZdBsZEOGU3aOfxOa5nN/cgjagMi3bM7sRgwYABOnz6N2bNno3DhwggKCsIbb7yBl19+2RXxebX792XEAuAQOhmT9nu7fr2srUTkTVJTgRUrZJ/ncDIi7fd2C1ogrlU3mdVNlAO7E4v169djxowZaN++PXx8fGAymdC/f38cOXLEFfF5tR07gJs3gRIlgMaNVUdDZL/atWUV7rt3uQo3eZ/du4HLl6Wbn1ZSQmQk1asDNfxPIxn5sKbsANXhkAHYnVg8+OCDmDVrFgDAZDLBZDJh69atqFWrlrNj83rWq237+qqNhSgvsl3BlcgLaL/z7dsD+fOrjYUoTy5eRJek+QCAZZcfVhwMGYHdicU333yDyZMno3z58khISECvXr3w2muvYcqUKa6Iz6uxRSF5AutVuNnngbwJz+FkeKtXowvkF3nlpoJITlYcD+men72fEBERgZMnT2L58uU4d+4cKlSogE6dOiEoKMgV8Xmt48eBEyeknFFbaIzIiFq2BIoUAS5ckPWVGjZUHRGR6505Axw6BPj4AB06qI6GKI9WrkQT7ESxAndw/XohREayrI9yZveIxb///ou4uDg0a9YMvXv3RtOmTREXF4d///3XFfF5Le1OV8uWXG2bjM3fn6twk/fROvo1aQIUL642FqI8uX8fWLsWfkhBxxa3AfAcTrmzO7GoXLkyQkND0x6tN3IeDqGTJ+E8C/I2PIeT4UVGAnFxQPHi6NJfsuOlSxXHRC6xeDFQubLM59U2H5+8ze+1O7FITU1FSkoKUlNTcevWLWzevBktW7bE4sWL7f/ulKXr16UjFMD1K8gzdOwoE7n37wfOnlUdDZFrJSQAmzbJPhMLMqyVK+WxfXu07+gDPz9LmTZ5lpdeAvr0AY4dA/75R7aYGHm0l0MrbxcsWBDNmjXDsmXL8PHHHzvypcjK6tVcbZs8S6lSlpbJXIWbPJ222nbVqsCDD6qOhiiPtMSiY0cEBQHNm8tTnsM9j9kMvPiitBeuVCn9Zi+HEgvNtWvXcOnSJWd8KQKH0MkzsRyKvAVX2ybDi42V7gMmE9CuHQCew/Pi8GEgIgIoVgwYPlwu4HOzYIFc0JcrB/z6a/pjU6YApUsDVaoAGzc6L87Ro4FXXgGuXXP8a9mdWISGhqJKlSppW+XKlVGtWjX06dPH8WiIq22Tx9J+nzdsAG7fVhsLkatYr7bNUlYyLO1CpHHjtO4D2jl82zZZvJdylpQk/2YNGgB79wLR0cD/loHL1uHDQL9+wIcfAmvWACNHSvkZIM/ffhv48Ufgl1+AgQOdkwgAwJw5sqBnxYrSubF1a8tmL7vbzc7K8K9iMplQvnx5VK1a1f7vTpls3y5zpUqUAB7mWjTkQWrVkslhp09LctG1q+qIiJxv927gyhWutk0GZ1UGpalaFahZEzh6VC5yn35aUWwGsWqVXM9NmAAUKgSMGQO8/DIwIIcFzKdPB1q1kqQBAIYNA37+WUYUvvsO6N8f6NZNjnXrBixaZPlYRzz3nONfQ2N3YtGiRQvnfXfKRBti7NSJq22TZzGZ5A7ut9/K7zkTC/JEXG2bDC8pCVi/XvatEgtAzuFHj8rvuTcnFgkJCYiPj0977u/vD39//3QfExUlAz6FCsnz8HAZtchJVFT6dW8aNQI++cRyrG/f9Me2bnVOYtG/v+NfQ+OUORbkHGYz51eQZ+Mq3OTpeA4nw9u2TepVy5QB6tVLd0j7vV65El69CndYWBiCgoLStrFjx2b6mPj49A14TCa5YXzjRvZfN+PnBAYC58/nfkxP7B6xINeaPl3emLjaNnmiFi1kFe6LF4F9+2RSG5Gn4Grb5BG0MqgOHeSX2cojjwDBwdIWf+dOS6cobxMdHY3y5cunPc84WgEAfn6yQKy1AgWAO3dkMndWMn6O9vG5HdMTm0YsfHx84Ovrm+2mHSfHmExy4fXll0BAgOpoiJzP3z+twQg7i5DH0X6nH32Uq22TgWndBzKUQQFycau97M3n8ICAAAQGBqZtWSUWwcEy38paQkLOJZIZP8f643M6lhdVqgC3bsl+aKg8z2qzl00jFjExMfZ/ZSKiLHTpAixcKG9KWu0okSfQ+vuzGxQZ1tGjwN9/A/nyAY89luWHdOkiXYmWLwe++MLN8RlIRAQwbZrleUyMTF8JDs75cyIjgRdekOf79wPawIh2rE2bzMfyYuZMy/yP3LpV2cOmxKJSXlbIICLKgrYK94ED0io9JER1RESO42rb5BEWLZLHNm2AoKAsP6RdOxm5OHYMOHkSqFbNjfEZSPPmMi9i5kzpBDVmDNC2rcyzuHlTKlMyFvv07Ckjnq+9JqMIkycDzzwjx558EhgyRL6Wnx8wYwYwaVLe47PuxeTMvkycvE1EblWypNTpAlzBlTwHV9smj/DHH/L4xBPZfoj1KtzeXA6VGz8/mTc7bJgsIbBkCTB+vBwrVkzmY2VUt64kFQ0bymiEry8wdKgc69JF8r3q1SXpqF8/x/8mZZyWWFzJWEhGRJQNrVSEiQV5Cq62TYZ35ox01TCZLIslZIOrcNuma1fg1Clg9mypMgsLk9fN5kwNt9J89pmUOS1YIBPkCxaU100mWdNiyxaZX790qfPONadOycJ8ycnyvevWBWrXBnbssP9r2Z1YHDt2DJ07d0b16tXTVt8ODQ1FhQoV7P/uROSVuAo3eZKUFMt8V5ZBkWEtXiyPzZoBpUrl+KFchdt2ZcrI2mT2NHQIC5MpLllNzo6IAFq2dO4NjP79gcKFZYTkzTfl/7dbN8toiT3sTiyee+451KxZEy1btkSDBg0wZcoUFChQAOPGjbP/uxORV9JW4bZeh4nIqLTVtoOCuNo2GZgNZVAabRXu5GRZhZuMbf9+YNQoIDFR5j9+8omUcJ08af/XsjuxOHToEIYPH47BgwcjNjYWHTp0wPTp0zHLmVPKicijmUwcSifPYb3adr58amMhypNLl2T4AQC6d7fpU3gO9xyVKwO//SaTxSMiZPmSTZuAvPRusjuxqFGjBqZPn47w8HCcOnUK165dQ6lSpdiSlojswlW4yVNwtW0yvKVLpfC/QQObrya5CrfnmDRJWgdPmwZ8/DGwdau0vB092v6vZffK29988w2eeuopDBw4EM8//zxq1KgBk8mErl272v/dichrtWgh7fYuXQL27gUaNVIdEZH9Tp8GDh+W2mSutk2GZUcZlKZxY8sq3JGRLAM0srZtgQsXLM8TE4HLl/O2WLNNIxbjx4/HgQMHAACPPvoozp07h5IlS2L8+PFYsGABZs6cyVIoIrJL/vxchZuMz3q17ZwWviLSrbg46aQB2JVYcBVuz1WwYN6SCsDGxOK3335Dw4YNUapUKfTp0wezZs3C2bNnAQAtW7ZE586d4edn9+AHEXk51uiS0bEMigxvxQrg/n2ZjW3nIiw8h1NGNiUWf/31F65fv45Zs2ahcuXKmD59OqpXr46aNWvi1VdfxbJly3Dr1i37vvPVq7LCx+nTltcOH5ZZI8WKAcOHS72fZssW+aUvUQKYMCH911qwQGoCy5UDfv01/bEpU4DSpYEqVYCNG+2LkYhcqkMHmcgdFSWrcBMZSXw8sHmz7DOxIMPKQxmUJuMq3EQ2T94ODAxEx44dMXbsWOzYsQM3b97EpEmTcPToUXTr1g3F7WnQe/WqrJBlnVQkJcmZuUEDKbiOjga08qorV2SVkT59pJBvzhyZrg5IMtKvH/Dhh9LzbORI4PhxObZmDfD228CPPwK//AIMHAhcu2Z7nETkUlyFm4xs7Vq50Vu9OlCjhupoiPLgzh1g1SrZz0NiERQk8+UAjlqQsKsrVFJSErZs2YJPP/0UnTt3Ro8ePRATE4PBgwfj14wjBTnp3Rvo2zf9a6tWSZ3fhAnSIHnMGGDGDDk2Z46MRnz4oZzBR460HJs+HWjVSpKGOnWk8e7PP8ux776TVT+6dQOaNJHHRYvs+ZGJyMU4lE5GxTIoMry1ayW5qFQJqF8/T19C692zdKkT4yLDsimxeP/999GsWTMULVoUPXr0QFRUFHr16oXDhw/j5MmT+O677/CEPZnutGnAq6+mfy0qSloMFCokz8PDZdRCO9aqlWWZwUaNZNl57Vjr1pavY+uxLCQlJSE+Pj5tS0hIsP1nIqI80S7KNm4E7K2oJFIlJUXabAJMLMjAtDKoHj3yvJSz9SrcN244KS4yLJsSix07dqB9+/bYsmULrl69igULFmDQoEEIDQ3N23fN6vPi49O/bjJJ/74bNzIfCwwEzp/P+vNsPZaFsWPHIigoKG0LCwvLww9HRPYIC5M/U67CTUaya5dU9RYtKh2hiAzn3j3LsFseyqA0oaFArVqSbGtVVeS9bEosNm/ejPfffx+NGjWCj4/da+rZxs8P8PdP/1qBAjJEl/GY9npWn2frsSyMGDECcXFxaVu0NmJCRC5jMnEonYxHux7r0IGrbZNBbd4M3LwJlCol5eIO0M7hLGklF2UJeRAcLJO0rSUkSLP7jMe017P6PFuPZcHf3x+BgYFpW0Bem/gSkV2sV+FOSVEbC5EtOL+CDE+bc9q9u1SIOED7O1i1ShoakPfST2IRESEdnzQxMVIbERyc+dj+/UD58ll/nq3HiEg3mjeX7iJXrgC7d6uOhihn//wjUwB9fYH27VVHQ5QHycmWxKJHD4e/XKNG0uUvLk7mWpD30k9i0by5zImYOVOejxkja4z7+soY244dUoB9/z7w+eeWJXt79gTmzQMOHZKZn5MnW449+SQwdSpw7hxw6ZJ0ktKOEZFu5MtnuUDjUDrpnfY72qyZLLtEZDgbN8p1UfHiQJs2Dn85X19ZRQDgOdzb6Sex8POT1rHDhskieEuWAOPHy7ESJYCJE2Xt+NKlZZ2KDz6QY3XrAq+9BjRsKKMRvr7A0KFyrEsX+YOpXl1mF9Wv79AEJSJyHc6zIKNgGRQZ3ty58tirl9MmCWl/D0uXpl/fmLyLyWzW2X//xYvSErZxY8mkrcXEyPKOzZoBRYqkPxYdLSMTLVpknkexZw9w+7Ycs6Od2tmzZxESEoLY2FhUqFAhjz8QEdnixg0ZSk9JAU6dAqpUUR0RUWZxcXKvKzkZ+PtvuW9FZCiJiXKTNiFB6paaNnXKl711Sy7b7t0DjhyRjn+ehteFudPPiIWmTBmgU6fMSQUgow4dOmROKgD5DX7ssawnZ0dEAC1b5rlHMxG5XrFics8A4FA66dfq1ZJU1KzJpIIMatkySSoqVXK4G5S1IkUsVVU8h3sv/SUWROS1WA5Feqf9bmq/q0SGo5VB9ekDOHkJAetyKPJOTCyISDe0N6WtW6W9OpGe3L9vWW2biQUZ0vXrll/ifv2c/uW1c3hkZOYVBMg7MLEgIt2oVk1KTJKTpeSESE+2b5eEt0QJ4OGHVUdDlAcLF0qGHB4O1K7t9C9foYL0yTGbgRUrnP7lyQCYWBCRrmh3vFijS3qjlXd07uzwemJEasyZI499+7rsW/Ac7t2YWBCRrmglJitXcgVX0g+zWbqgAyyDIoOKjQW2bJH9Pn1c9m20v481a4C7d132bUinmFgQka40biylJjdvyrqYRHoQHS0dz/39pQEhkeHMmyePzZoBFSu67Ns89BBQrpx0+d+82WXfhnSKiQUR6Yqvr3ScBthZhPRDK+to0ybrjudEuqeVQblg0rY1k4mrcHszJhZEpDtcwZX0hm1mydCOHAGiomSV7SefdPm30/5Oli3jOdzbMLEgIt15/HFZ6/LUKeDYMdXRkLe7dAnYtUv2tTuxRIairV3Rvn3WCxA7WevWQKFCMq3jwAGXfzvSESYWRKQ7AQHyxgRwKJ3UW7FC7ro2bAiUL686GiI7mc2WxMLFZVCaggXlBhFgaXpA3oGJBRHpEldwJb1gGRQZWmQkcPq0TA7STqxu0K2bPDKx8C5MLIhIl7iCK+lBYiKwdq3sM7EgQ9ImbffoIfVJbtKpE+DjI6VQ//7rtm9LijGxICJdCgmRFVxTU4Hly1VHQ95qwwZJLipWlMWKiQzl7l1Lm1kXLoqXlZIlgSZNZJ8jz96DiQUR6RaH0kk16zIok0ltLER2W7wYuH4dqFBByQIsPId7HyYWRKRb2pvS2rXAnTtqYyHvk5pqaR7AMigypOnT5fH552WRIDfTzuGbNwNxcW7/9qQAEwsi0q26dYFKlaQUZf161dGQt9m7F7h4UbqUtWihOhoiO/3zj9TymUzAgAFKQqheHahZE0hOBlatUhICuRkTCyLSLZPJcqeYQ+nkbloZVPv2sq4KkaH89JM8PvYYULmysjB4DvcuTCyISNe0ofRly4CUFLWxkHfRLoTc2KGTyDmSk4GZM2V/4ECloWjn8JUrgXv3lIZCbsDEgoh0rXlzoGhRaTkbGak6GvIWp04Bhw9LWXqnTqqjIbLTqlXA+fNAiRLKJwg9/DBQqhQQHw9s3ao0FHIDJhZEpGv58lku7DiUTu6i/a61aAEEB6uNhchu2qTt/v0Bf3+lofj4WEb9eA4Xhw8DERFAsWLA8OGyOLotPv5Yzkf+/rIsSUKC5Vh4uJQPa5uqgSomFkSke9YtC209ARM5YvFieezeXWUURHlw/jywYoXsv/CC2lj+h+dwi6QkSbQaNJAGEdHRwKxZuX/enDmyrV4NHDkCHD0KjBsnx+7ckVHWy5eBGzdk++Ybl/4Y2WJiQUS6p02ePXECOHZMdTTk6a5cAXbskH22mSXDmT1bJqQ9+qi0ZNKBtm1l0e/YWCAqSnU0aq1aJa13J0wAqlYFxowBZszI/fNiY+W/tlEjoFo14Omngf375dj+/TJiUbKklA4XLQoULOjKnyJ7TCyISPcCAoDWrWWfQ+nkasuXyxoW9etLu2Miw0hNtVylKp60ba1gQeDxx2XfE87hCQkJiI+PT9uSkpJs/tyoKKBxY0m0AEkIoqNz/7z33gMeecTy/PhxaecLALt3A2fPWhKLl16SkREVmFgQkSFoQ+laiQqRq7AMigxryxapiQkMBJ56SnU06XhS29mwsDAEBQWlbWPHjs30Md27W0YPrLfJk4HQUMvHmUzSJOLGDdu//99/A4sWAYMGyfPjx4GmTYHt24E1a4B164CJE/P84znET823JSKyT9euchfmzz+BCxeAsmVVR0Se6PZtWekdYGJBBjRtmjz27QsULqw2lgw6d5aJ3Pv3S1lPSIjqiPIuOjoa5cuXT3vun8UE+R9+kMVdM5o0SZIJawUKyDyJYsVy/96pqbKQ+sCBQK1a8tr336f/mJEjJYF5773cv56zccSCiAyhXDmpLQVkTQsiV1i7Frh7V9YTq1NHdTREdrh2DVi4UPZ1VAalKVkSaNJE9rXFJ40qICAAgYGBaVtWiUXp0nIeybiVKSPzuKwlJNi+COennwLXrwNffJH9x5QqBZw7Z9vXczYmFkRkGNadRYhcQfvd6t49811FIl2bM0dWoKtXD3joIdXRZMmTyqHyKiIi/ZpMMTEyH8KWttbLlsmk74ULLXM0AJl7ERtreR4ZqW5+GBMLIjIMLbHYsAG4dUttLOR5kpMto2EsgyJDMZul9gaQ0QqdZsXa39WmTcDNmyojUad5c1ksUFsYfcwY6Zrl6yvPb96Upl4ZHT0K9OkjbWRDQuQ98M4dOVarFjB4sJQKz54NfPWVlA6rwMSCiAwjLEza8yUlyQQ1Imfavl1KDIoXl06dRIaxfr20FipSBHjmGdXRZKt6dTmPJydbltrwNn5+sn7hsGGyMPqSJcD48ZbjxYoBhw5l/rwff5Q5YP37S6fEgAD5twSAL7+URfNatQJGjZIyqf793fPzZMTEgogMw2RiORS5jtYNqnNnefMnMoxJk+RxwAAgKEhtLLno0UMeFy1SG4dKXbtK867Zs2UkQksQABl8qlcv8+dMnCjHrLfTp+VY0aLy73nnjrymarQCYGJBRAajJRbLlwP376uNhTyH2Zx+fgWRYZw4Ibf/TSbglVdUR5MrLbFYtSrrrkneokwZoFMnGSH1JEwsiMhQHn1Uho9v3AC2blUdDXmKgwflTp/1Ql5EhvDtt/LYsaNlxTQde+ghoGJFubu+bp3qaMjZmFgQkaH4+lpGLbx5KJ2cSyuDeuyx9N1WiHTNehbwa6+pjcVGJpNlVJDncM/DxIKIDMe6Rjc1VW0s5Bm42jYZ0syZsghCzZrSWsggtHP4smUykZs8BxMLIjKcNm2kI8b588CePaqjIaM7cwY4cEBWBe7cWXU0RDZKSZHeowDw6qu6bTGblaZNZW7BtWvAtm2qoyFnYmJBRIZToICUEwPAH3+ojYWMT5u03bSprA5MZAgrV0proaJFgf/8R3U0dvHzsyyWx3Ioz8LEgogM6Ykn5PGPP6SjD1FeaWVQ2twdIkPQWsy++CJQuLDaWPJAK4davJjncE/CxIKIDKlDB1kQ6ORJ4MgR1dGQUV25AmzZIvvahQ6R7h05AmzYIPV7L7+sOpo8eewxyYdiY4F9+1RHQ87CxIKIDCkgQN6YAA6lU94tXSoNAOrXB0JDVUdDZKPJk+WxRw+gUiW1seRRgQJygwjgOdyTMLEgIsPS7jBzngXl1cKF8qiV1hHp3vXrwM8/y75BWsxmh6twex4mFkRkWF27SiXAgQNATIzqaMho4uKA9etlv2dPtbEQ2WzaNFmyul496ThgYJ06AfnyAUePAsePq46GnIGJBREZVokSQPPmss87XmSv5cuB+/dlCYCaNVVHQ2SDu3eBr7+W/ddeM1SL2awEBQGtW8s+z+GegYkFERmaVsLCNyWyl1ZCxzIoMoxZs4CLF4GQEKBvX9XROAXLoTwLEwsiMjRtpeQdO4BLl5SGQgZy+zawapXsswyKDOH+fWD8eNkfPhzIn19tPE7SrZsMvOzeDZw7pzoachQTCyIytJAQICJC+qBrC50R5WbNGilTr1xZStWJdO/XX4HTp4FSpYCBA1VH4zRlygCPPCL72poyZFxMLIjI8KwXyyOyhdYNqmdPw5epkzdITQXGjpX9N98EChZUG4+TscOf52BiQUSGp70pbdwI3LypNBQygKQkmbgNcH4FGcSiRcCxY0DRosBLL6mOxum0v8MtW2TRSjIuJhZEZHg1agBhYVKCvGKF6mhI7zZsAOLjgbJlgcaNVUdDlAuzGRgzRvZfeQUIDFQbjwtUqQI89BCQksKSVqNjYkFEHoGdRchWWrlFjx6yDgqRrq1ZA/z1F1CoEPDqq6qjcZknn5THBQvUxkGO4SmViDyCNpS+apV0/CHKSnKyZYIou0GRIXz2mTwOGSKL93goLbHYsEEWFydjYmJBRB6hfn3p8HPnjqWNKFFG27YB164BxYtbFlck0q1t24Dt26W17FtvqY7GpapXB+rWleSf5VDGxcSCiDyCyQQ89ZTsz5+vNhbSL60bVLdugJ+f2liIcqWNVgwYAJQrpzYWN2A5lPExsSAij6ElFsuXy8gFkbXUVMscHHaDIt3bt0/mV/j6Au+8ozoat9ASi3Xr2OHPqJhYEJHHaNiQ5VCUvT//BM6fBwICgLZtVUdDlItPPpHHPn2kbZIXePBBoHZt6fC3dKnqaCgvmFgQkccwmSx3vFgORRlpZVCdOwP+/mpjIcrRzp1yZe3rC3zwgepo3IrlUMbGxIKIPIp1OVRiotpYSD/MZsuFCrtBka6ZzcCIEbI/YIAs1ONFtMRizRpZb4aMhYkFEXmUiAigUiVpOctyKNLs3g2cOQMULgx06KA6GqIcrFkDbN0qw2qjRqmOxu3CwqQk6t49YNky1dGQvZhYEJFHYXcoysrvv8tj166yzhiRLqWmWkYrhg0DKlRQG48C1udwlkMZDxMLIvI42pvSsmUshyK5VtMSi1691MZClKPffwcOHAACAy0JhhfSyqFWrQISEtTGQvZhYkFEHoflUGRt1y7g7FnpBtW+vepoiLJx/z7w4YeyP3y4rOLoperUkQXzkpKAFStUR0P2YGJBRB6H3aHImjZa0a0bUKCA2liIsvXTT8DJk0CpUsDrr6uORinrczjLoYyFiQUReSSWQxEgZVBacskyKNKtO3eAjz+W/Q8+AIoUURuPDmjn8JUrZfSZjIGJBRF5pEaNgIoV5Q1p9WrV0ZAqO3bIonhBQcDjj6uOhigb33wDXLggK3wOGqQ6Gl2oV0/WBUxMZEmrkTCxICKPxHIoAixlUN27c1E80qkbN4Bx42T/44/5i/o/1udw7e+Y9I+JBRF5LJZDebeUFEt9NsugSLfGjQNu3gRq1QL69VMdja5of7fLlwO3bqmNhWzDxIKIPNbDDwMhIfKGtGaN6mjI3bZtAy5eBIoVA9q2VR0NURZOnAAmTpT9ceMAX1+18ejMQw8B1arJjaGlS1VHQ7ZgYkFEHovlUN5NK5/o0QPIn19tLERZev11aTPboQPQqZPqaHTHZAL69JH9X39VGwvZhokFEXk0rRxq6VJpvELeITmZZVCkcytWSMujfPlk1MJkUh2RLvXuLY9r1gDXr6uNhXLHxIKIPFrjxtJo5dYtqdMl77BlC3Dliqwx1rq16miIMkhKsqxV8frrQI0aKqPRtbAwIDxcBnb++EN1NM5x+LAs5FqsmKyFaDbb9nnh4ZJ/atvAgZZjCxbIwrDlyqkd3WFiQUQezXoofe5ctbGQ+2hlUE88ITeEiXTl669lMbwyZWTdCsqRJ5VDJSUBXboADRoAe/cC0dHArFm5f96dO8CpU8Dly9JI7MYN6VIMSKLSr58s3L5mDTByJHD8uEt/jGwxsSAij9e3rzyuWiUnY/Js9+8DCxfKPsugSHfOnwc+/VT2P/8cCAxUG48BaOVQmzbJch9GtmoVEBcHTJgAVK0KjBkDzJiR++ft3y8jFiVLAkWLylawoBybPh1o1UpGMOrUAYYNA37+2ZU/RfaYWBCRx6tdW0629+55zlA6ZW/TJuDaNXkDbtlSdTREGbz7rqzc+cgjbC9ro8qVpazVbNZHI46EhATEx8enbUlJSTZ/blSU/CyFCsnz8HAZtcjN7t3A2bOWxOKll2T0Q/ua1iWfjRoB+/bZ/vM4ExMLIvIK2qgFy6E837x58tizJ+DnpzYWonR27AB++UVqNCdPBnx4GWYrPZVDhYWFISgoKG0bO3Zspo/p3t0ysmC9TZ4MhIZaPs5kki7DuY2mHz8ONG0KbN8u5U7r1lk6FcfHp/+agYEyMKYCT7lE5BV69wZGjJC72efPywQ38jyJiZYyKK18gkgXUlKAV16R/RdeABo2VBuPwfTqBbzxBrBrFxATk/5C2t2io6NRvnz5tOf+WayW/sMPWS/MOmlS5gZgBQrIHIpixbL/nt9/n/75yJGSpLz3ntxAsQ5B+3oqMFUmIq9QuTLQpIkMpf/2m+poyFWWL5e7dxUrAs2aqY6GyMqPP0qhfFAQ8NlnqqMxnDJlLKWN2qikKgEBAQgMDEzbskosSpeW952MW5ky0rHOWkKC/WvtlCoFnDsn+8HB6b9mXr6eszCxICKvwXIozzdnjjz27csqE9KRs2dlbgUgE7dLlVIbj0Fp5VCqEwtHREQAkZGW5zExMlciODjnz3vkESA21vI8MlLay2b1NffvB6wGVNyKp10i8hpPPSW1rHv3AidOqI6GnO36dVlvDACeeUZtLERpzGZgyBC5jdy4MTB0qOqIDEtrH33woG0TnvWoeXMZVZ05U56PGQO0bSvvTQBw86ZUzWVUqxYweDDw55/A7NnAV1/JBG5A5pPNmwccOiRrNk2eDLRr55YfJxP9JRavvpp+9Y9q1eT1nFYT2bIFqFkTKFFC+ndZ08uKIUSkXKlSwGOPyT5PB55n/nxpNVu3rrwJE+nCvHmyynb+/NJXVLuCJLsFB1sumI16Dvfzk/aww4bJZeuSJcD48ZbjxYpJgpDRl1/KPIpWrYBRo4AvvgD695djdesCr70m03bKl5dfMVX5q/4Si7175Q9QW/1j//6cVxO5cgXo2lXGxyIjZRx80yY5pqcVQ4hIF6zLoWxd7ZSM4Zdf5JGjFaQbV67IDVNAFsILC1MbjwewLocy6jm8a1dZ7G72bODo0fS/FmYzUK9e5s8pWhRYtEgmZZ8+bRmt0Hz2mVwyL1gA7NxpWePC3Uxms47+W5KTgeLFZTZKkSKW1xcvBp5/XmoUCxWShr0vvyw9t77+WqbeR0fLCMeSJXLb6pdfgNdfB44dA1avlq8zaZL8kY8ebVM4Z8+eRUhICGJjY1GhQgVn/7REpEBCgoxc3L0rfb4fekh1ROQMp09LlxiTSeqQVdUXE6XTr5/cxahTR26MqppR60Fu3ZJzeGIisGePe5tr8bowd/oasTh0CEhNlVStYEGgfXvg339zXk0kKkrGhbTeXdargti5YkhSUlK6BU8SEhKc/zMSkVIBATIACnAStyfR/i9btWJSQTqxfLn8Yvr4SAkUkwqnKFJE7vgDxi2H8mT6Siyio4EaNWQd8oMHpRBt0KDMK39YryaS06ogdq4YMnbs2HQLnoRxyJLII2nlUPPmyb0MMjazmWVQpDPx8TJhGwDefFPmiJLT9O4tl4KXLqmOhDLSV2LRr58MFT7yCFC9OjB1qiwtmJqafuUPwLL6R06rgti5YsiIESMQFxeXtkUbteUAEeWoQwdpJX/uHLBtm+poyFEHDkidsr+/dI0hUu7dd+UEU7Uq8PHHqqPxOB06SHW8dkOB9ENfiUVGpUpJUpHTaiI5rQpi54oh/v7+6RY8CQgIcOIPQ0R64e8PPPmk7GvrHpBxaRcXXbtKwkik1KZNlmWSp02zlHGT0/j7S7NP0h99JRbDh6cveo6MlNrEOnWyX00kp1VB9LRiCBHpilYONX++TOQmY0pJsdRZswyKlLt+HXj2WdkfNEgm/RB5EX0lFnXrSju2DRuAtWulPvHZZ4HHH89+NZGuXYEdO4D166WB+eefW5oc62nFECLSlZYtgZAQWYxoyRLV0VBebdoEXLgg95nat1cdDXk1sxl48UWp0XngAVnBjMjL6CuxeOYZ4OmnJSHo00feJb79NufVREqUACZOBDp2BEqXlnUqPvhAjulpxRAi0hUfH8viQtqyOGQ8WhlUr15sukOKzZgB/PGHLA09d276tvlEXkJf61jk5uJFaRfbuLGsd2EtJkbWrGjWLPMfc3S0TKJq0cKudx72KybybCdPSp8IHx/pbM1KSWO5c0em4CUkyCT8pk1VR0Re6/hxWRTnzh2pnBg+XHVE5AK8LsydvkYsclOmDNCpU+akApC2sh06ZH2HICwMeOwx3s4ionSqVZOL0dRUdhcxomXLJKmoXBlo0kR1NOS1kpKkyuLOHaBNG+Ctt1RHRKSMsRILIiInGzBAHmfNkhJpMg6thK1vXxl1IlLigw+kOUzx4sB//8tfRvJq/O0nIq/21FPSDfLYMWD3btXRkK1iY4E1a2RfSw6J3G7dOuDLL2V/xgz2QCWvx8SCiLxaQID0iwAsjedI/2bPlhGmFi2kpI3I7a5csXSAeOkloFs3tfEQ6QATCyLyes89J4/z5gGJiUpDIRukplqSwOefVxsLeankZKB3b+l1XLOmZdSCyMsxsSAir9eyJVCpEhAXxzUtjGDLFuCff2S0SVtBncit3nsP2LgRKFxYVtnk6tpEAJhYEBFxTQuD+ekneezTh9dzpMC8eZbF72bPBmrVUhsPkY4wsSAiAvDss/K4bp0se0P6dPMmsGCB7L/wgtJQyBsdPGipv3vvPcsELSICwMSCiAgAULUq0Ly51O///LPqaCg78+YBd+/KTeKICNXRkFe5fh3o0UMmYj3+ODB6tOqIiHSHiQUR0f9ok7hnzuSaFno1Y4Y8vvACYDKpjYW8SEoK0K+fTO6pXBmYOxfw9VUdFZHuMLEgIvqfJ5+Umv2//wZ27VIdDWV08CCwdy+QLx/wzDOqoyGvMnIksHo1ULAgsGiRLIZHRJkwsSAi+h/rLkNc00J/tEnbXbsCJUuqjYW8yLx5wJgxsj99OlCvntJwiPSMiQURkRVtXuavvwIJCWpjIYukJMvcF65dQW6zZYulZdybbwJ9+6qNh0jnmFgQEVlp3hx48EHg1i3gl19UR0OapUtl7mz58kC7dqqjIa8QHQ107w7cuwc88QTw+eeqIyLSPSYWRERWTCZgyBDZ/+47TuLWC23S9nPPcc4sucGFC0CHDtLfuEkTucvAXzyiXDGxICLK4NlnZY7moUNAZKTqaCg2Fli7VvYHDFAbC3mBhASgUyfg33+B6tWBJUvkhEBEuWJiQUSUQbFiQO/esv/dd2pjIZm0bTYDLVvKeiNELpOcDPTqBezfLx0CVq0CSpRQHRWRYTCxICLKwksvyePvvwNXr6qNxZvdvw/88IPsDxqkNhbycGaz/OFrbWWXL2cmS2QnJhZERFmIiAAaNJB5m2w9q86iRVLuXro00LOn6mjIY5nNwDvvSDtZHx9pMduokeqoiAyHiQURUTa0Sdw//ACkpqqNxVt9+608Dh4M5M+vNhbyYCNHAl9+Kfvffy+LpRCR3ZhYEBFlo08fICgIOHUKWL9edTTeJyoK2LYN8POTxILIJUaPlg0AJk8GXnxRbTxEBsbEgogoG4ULS4cogJO4VZgyRR6feAIoV05tLOShvvgC+PBDy/4rr6iNh8jgmFgQEeVAu1O+dClw9qzaWLzJjRuWBQqHDVMbC3moyZNlXgUgIxZvv602HiIPwMSCiCgHtWrJatypqTKvk9xj1iwgMREIDweaNlUdDXmcH34AXntN9j/8EHj/fbXxEHkIJhZERLnQWs9OmybtT8m1UlMtZVAvvyyroRM5zaRJls4M77wDfPyx2niIPAgTCyKiXPToIWtlnT8PLFumOhrPt2aNTJgPCgL69VMdDXkMsxkYNQp4/XV5/tZbwLhxzFyJnIiJBRFRLvz9gRdekP1vvlEbizfQWsw+/7xMoCdyWGqqlD598ok8Hz1aJmszqSByKiYWREQ2GDpU2p5u3gzs26c6Gs916hSwapXsDx2qNhbyEPfvA/37W+4KfPutzKlgUkHkdEwsiIhsEBICPP207H/1ldpYPNl330nFSocOQLVqqqMhw0tMlCXbf/kF8PWVx5dfVh0VkcdiYkFEZKO33pLH338HzpxRG4snunMHmDFD9tlilhx2/bpkqMuWAQUKAIsXc9IO6cLhw0BEBFCsGDB8uNxMyc1zz8kgW8bt9Gn5/KJF07+urfnobkwsiIhsVL8+0KYNkJIijWXIuX7+Gbh5E6hSBWjfXnU0ZGh//w00bgxs2QIEBACrVwOdO6uOighJSUCXLkCDBsDevUB0tLTXzs3UqbK+j7atXAlUry6j6SdOSGJhfXz4cFf/JFljYkFEZAdtDa1p0+QimJwjOVnm0gLAq68CPnx3orzauFGSihMngIoVge3bgRYtVEdFBEDmkMXFARMmAFWrAmPGWEZqc1KokCQP2jZxIvDRR1Lht2cP8Mgj6Y/7+7vwh8gBT91ERHZo1w6oXRu4dUvW2CLnWLhQJm4XLw4MHKg6GjKsH3+UP9IbNyS52L1bVlkkcqKEhATEx8enbUlJSTZ/blSU/GoWKiTPw8Nl1MIee/YAMTFA797yfPdu2YoWBUqVAj74wLbyKldgYkFEZAeTyTJqMWkScO+e2ng8gdkMjB0r+6++yhazlAcpKcCbbwKDB8vwV58+wKZNQOnSqiMjDxQWFoagoKC0bax2ArPSvXv6EQRtmzwZCA21fJzJJKMON27Y/v2/+UYWbtVGdv/+W8qr9u8H5s4Fvv8e+O23PP94DjGZzapyGv07e/YsQkJCEBsbiwoVKqgOh4h04t49eWM4f15qY/v3Vx2Rsa1eLXNsCxcG/v0XCA5WHREZyvXrwH/+I0XngKxV8cEHbCdLTqddF0ZHR6N8+fJpr/v7+8M/Q+3RpUvSlCyjSZPkV3PCBMtrISHArl2A1ZfM1vXr8v5z+rRM/s7KJ58ABw8CCxbY8EM5mZ/7vyURkbHlzy931t97D/jyS+DZZ3kN4wjtZt/gwUwqyE579gBPPSVt2goUAGbPBnr1Uh0VebiAgAAEBgbm+DHZDZaVKSNdoawlJMj7ii3++ANo1iz7pAKQcqhz52z7es7GUigiojwYPBgoUkTeINauVR2Nce3cCWzdCuTLB7zxhupoyDDMZlno7tFHJamoWlV+mZhUkM5FRACRkZbnMTHSKcrWmyq//w488YTleWIiUKdO+tGRyEigUiXnxGsvJhZERHlQtCjw4ouy/+WXSkMxtHHj5PHZZwFWnJJNEhJk1uorr8iq2k88AezbJ/2giXSueXMgPh6YOVOejxkDtG0r8ywA6TaYkpL15yYmSgflli0trxUsKKMjQ4dK+9qJE2WexUsvufKnyB4TCyKiPHrtNXkzWL8eOHBAdTTGc/iwrF1mMqnruU4Gc+gQ0LCh3Lb18wO+/loKyYOCVEdGZBM/P2D6dFkEtEQJYMkSYPx4y/FixeTXPCs7d8rxKlXSv/7TTzJw17SpdCucN09dh2XOsSAiyqNKlaTy4tdf5c77vHmqIzKWzz+XxyeeAGrUUBsL6VxKiiQR778vdSMhIZJcNG6sOjIiu3XtKu219+2TX+HixS3Hcmqp1KYNcPFi5tcrVpTlW/SAIxZERA547z15/O036cJBtjl9WobrAcu/IVGWYmKAVq2kz3NSkqyg/ddfTCrI0MqUATp1Sp9UeAImFkREDggPB55+WvZHjVIbi5F89ZXchG7bVipbiDIxm6VmJDwc2LZNuiVMnw4sXSo1JESkO0wsiIgc9NFHslDR4sUyeY5ydvmyXB8CHK2gbFy4ICt+vfiiLHPfrJksWfzCC+ztTKRjTCyIiBz04IOyPhcAfPih2liMYOxY4O5dabvYurXqaEhXUlNl9mlYGLBihTT3/+ILWUU744xVItIdJhZERE4wcqR0+1i9Gti+XXU0+nX6NDB1quyPHs2bz2Tl0CFpazNkiPTcfOghmd369tuWXpxEpGtMLIiInKBKFeD552X/gw9y7uzhzUaOBO7dk+4mjz2mOhrShdu3gXfflXUoIiNlLsXXXwN//gnUrq06OiKyAxMLIiIn+eADqdzYskU/rf/0JCoK+OUX2R83jqMVXs9slonYtWpJ7+GUFOk9fPSoLBLjx474REbDxIKIyElCQqSKA5C5Fhy1SG/ECPk3efppdoLyevv3y7BVt26yslfFirJa4sKFXIKdyMCYWBAROdGIEUDBglLRsWqV6mj0Y9Mm+ffw85O5FeSlzp+XmsEGDeSXwt9fWoNFR8v6FERkaEwsiIicqEwZ4JVXZJ9zLYTZLCX0ADB4MFCtmtp4SIHbt4GPPwaqVwdmzpRfij59gOPHpU1Y4cKqIyQiJ2BiQUTkZO+8AwQESLXHwoWqo1Fv4UJgzx65dmQ7Xi+TmAhMnCjdDT76CLhzB2jSBNi1S5Zer1RJdYRE5ERMLIiInKx4ceCNN2T/7bflWspb3b8PvP++7L/9NlC6tNp4yE3u3gW++UYSijfflFURq1QB5s+XfswPP6w6QiJyASYWREQu8M47Mh/1zBmp9PBWP/0E/P03ULIk8NZbqqMhl0tKAr77TurdXn0VuHgRqFwZmDEDOHYMePJJtgMj8mBMLIiIXKBwYWnFD0gnzRMnlIajxO3bUv0CSAlUQIDScMiVbt4Exo8HQkOBoUOBc+ekTdoPP8g8iuefB/LlUx0lEbkYEwsiIhfp3h1o314WhHvlFe+byD1qlNywDg2VSdvkgWJjZSgqJES6O124AJQvD3z7rWTTgwbJ4i5E5BWYWBARuYjJJGXm+fMDa9YAixapjsh99u2TObuAXGPy2tLD/PUX8OyzMm9iwgTg1i1ZJXv2bOCff4CXX5ZWskTkVZhYEBG5ULVqllarr78u5UGe7v59YOBAIDUV6N0b6NhRdUTkFHfvAv/9L9C4saxD8fPPQHIy0LIlsHIlcPCgJBvMIom8FhMLIiIXe+89mb8aG+sdi8NNnAgcOAAEBwOTJqmOhhz2zz+SHVeoAPTvD/z5p8yX6NMH2L1bFrrr0IGTsomIiQURkasVKgRMniz7X30lzXE81alTMrcCkJ+1VCm18VAe3bkDzJkDPPaYDLt9/jlw7ZrMpfjsM8mS584FIiJUR0pEOuKnOgAiIm/QpQvQuTOwfDkwbBiwbp3n3eA1m2WS9t27QJs2cnObDMRsBnbuBGbNAn77DUhIsBx7/HHp9tSpE+DHSwciyhrPDkREbjJ5MrB+PbBhg9wMfuYZ1RE513//Kz9bgQLA9997XuLksY4ckUTi11+Bkyctr4eGSnb47LOyT0SUCyYWRERuEhoKfPCBbEOHyhzYatVUR+Ucly/LAsuArF3hKT+Xxzp+HPj9d0kojhyxvF64MNCrF/Dcc0DTpoAPK6aJyHZMLIiI3Ojdd6X17LZt0jFp507PaKLz+uvA9etAvXqWBIN0xGyWGfVLlgCLFwNRUZZj+fMD7doBTz8NdOsGFCmiKkoiMjgmFkREbuTnJ3Ne69aVtR7ee0+WATCyuXOlisbHB5g+nQss68a9e8DmzZJMLF0KnD1rOebnJxOztWSiaFFVURKRB2FiQUTkZhUqyPzYrl2lNWvr1jKx24gOHJA1KwDg//5PljcghU6dAtaulWGxjRvTT8AuVEhGJrp2lW4CxYuri5OIPBITCyIiBbp0AV57TdZ5eO45uUCvUEF1VPa5fh144gkgMRFo317mVpCb3bgBbN1qSSZOnUp/vEwZ+WXr1k0y2IIF1cRJRF6BiQURkSLjx8tci7/+Avr1k45KRunkmZIC9O0LxMQAVapIlytfX9VReYGbNyWR2LxZtgMHZP6Exs8PaNJERibatQPq1+cEbCJyG4O8hREReR5/f2nKU7++XCuOHm2cu/4jR8oN8oIFgT/+kFW2ycnMZuDMGZnhr20ZEwkAqFFDFg5p1w5o1QoICFASLhEREwsiIoWqVQN++EFGLD75BGjUCOjYUXVUOVu0CBgzRvZnzJCJ6OQECQkyfLVnD7BrlyQSFy5k/rgaNYCWLWVr0QIoW9bdkRIRZYmJBRGRYn37yjzbGTOAnj2BVavkmlGPjh2T9dIA4I03gD591MZjWAkJwMGDlkRi7175x804GuHnBzz0kJQ3NWkCPPooUK6cmpiJiHLBxIKISAemTpVF5pYtkw5R69YBjzyiOqr0Ll0CuncHbt2SG+Xjx6uOyABSU6Wc6eBBWTtC2zJOstaEhAANG8rQ1aOPyj4nXBORQTCxICLSgfz5ZSHkrl0lqWjfHti0SW5W68G//8qyB3//Ld2rfv+d61Wkk5Ii/0hHj8pK1tp29Chw+3bWn1O+vKwoGBEhW4MGQOnSbg2biMiZmFgQEelEgQIyf6F9e2D7duDxx6XxT+3aauM6cQJo21aumytWlO5VpUqpjUkJsxm4eFFGG06eBI4fl+3vv+V5UlLWn5cvH1CzpkxGqVdPHuvWBUqUcGv4RESuxsSCiEhHChcGVqyQC/k9e+Rx61bggQfUxHPokIxUXLokMaxfL9U6HishATh9WsqXTp+WfrqnTsn2zz/AnTvZf66/P1C9OlCrlmxhYfJYrZpx+ggTETmAZzoiIp0JDARWr5bOoQcPSifR5cvd331p924ZPblxAwgPlzXYDF2pc/cucP48cPYsEBub/vHffyWRuHEj56/h4yPDNlWrSnemGjUk46pRQ17nYh5E5MWYWBAR6VBwsMy1aNFCmgU1agR8/jnw6quAyeT6779li0wiv3ULePhh6VRVrJjrv6/dzGZZNO7iRRlW0baLFyWJOH9eWraePy9LhdsiOBioVAmoXFm2qlUtW6VKMiGGiIgyYWJBRKRTpUrJytzPPy/dol5/XRalmznTdSMHt2/LehoTJgDJyTJqsmSJG9dcS0wErl3LertyRbbLly37V68C9+7Z/vX9/WX2eUiIbNb7lStL4sAF5oiI8oSJBRGRjpUoIRf2U6cCb78tIwfh4cDs2VKm5EzLlwPDhsn0AgDo1Uu+T4ECNn4Bs1kyk/j49FtcnIwqaI/aduNG+u369ewnQOcmKEiyrTJl5LF0aVnvwXorW1aGXdwx5ENE5IW8I7E4fBgYMEC6dgwcKPUEfGMhIoMwmYCXX5ayqD595JTWoQPwyivAu+9K11Kbmc3A/fsyMnDnDpCYiLP/3MOrn5XCos3BAICKJW7jm35/ousDx4DJtyRZuGX1eOuWTHLWNuvnqamO/8B+flKOVLx4+q1kyay30qXtyH6IiNS7elW6TG/aJIOlttiyBRgyRAZr/+//gDfftBxbsAB46y05vX/1lbrFSz0/sUhKArp0Adq1A+bNkwLlWbMk0SAiciWzWeqJ7t+Xcp379y3bvXuW17T9jFtSUrr92klJ2P1ECt4t2ALf7HkE33wDTPk2FR3KH8QLlTagc/FI5Lt3WyYp370ryUNiYvr9xEQgJQWpMOEA6mEJumEC3sQtBMAP9/EmJmDk1U9QeFIO3Y9y4+MjM9CDgqSsqGhR2c/4WKyYbMHBlv1ixeRzefOHiDzU1asyh+30ads/58oVWeforbckaejdG6hfX8pVDx8G+vUDpkyROXFPPCFrINWo4bIfIVsms9lsdv+3daPFi6VA+exZoFAhWfH05ZelSXwuzp49i5CQEMTGxqJChQquj5U8g/YnZTZnv5/dY8b9rJ7n9fXcttRU+1/T9m151LaMz3PbUlKyfy2rR23L+DynLTk582NO+1qykHE/42Nysst+zVajHcbg/7ANzdNeK4VLeBb/xZNYgOK4hkDEIwAJKIC7MAG4jmJYh8ewCh2wGu1xCWXSPreJ/158X+5T1Cl+Xs6V2hYQID1wixSRx8KF5bWAAHnNej8wULZChZgYEJHHcdZ1Ydu2kiS89pp0tLZlxOLrr4EffgCio+X0umQJMH8+8MsvMv/u2DHpJggAkyZJIjJ6dJ5DzDPPH7GIigIaN5Y3OkCKk6Ojs/zQpKQkJFnV9yYkJLgjwvS6dgX27s36mL05YHYfn9Xrrvja2e27+us4Yz+7x9w+nig3vr6yYFr+/LJp+/nyyebvL1v+/JZHbd9qa+/vj/b+a3D81mH8FNUAs/+qjUsJpfElhuNLDM/wLc0IKJSK+Ns+SE21XPAXLmxGmzYm9OoF9OnTED4+S9z9r0FEZDgJCQmIj49Pe+7v7w9/f3+bP3/aNCA0VBILW0VFyeiEds+mUSPgvfcsxzp0sHxso0bShEMFz08s4uPlf09jMskb+40bmXonjh07Fh9//LGbA8zg6lVpjUjkCJPJvs3Hx7bXrZ9n3NeeZ/V6xmO+vtm/bn1M23J6LavHjPs5bX5+2e9n3LSkQHuu7Wuva8+z2s+fX577+Dj1v7oGgPEARt8HVq4EfvpJFtbTpj4AQEqKCTcTZH2FWrXkDahDB+DRR02w472QiIgAhIWFpXs+atQofPTRR+le694d2Lw58+eOHi1NMuwVHy9rbmoCA6WLtnbM+lLX+pi7eX5i4eeHTO+cBQrIpMUMicWIESPwptVMmHPnzmX65XG52bNzXtnV3vICez4+u4915+vZ7dv78a7ct+XR3o/Jy35Wz1l+4rXy5QO6dZNNk5pqadKUkCAVS3ZN9CYiokyio6NR3upkmtVoxQ8/yJS2jIKD8/Y9M17OapeyuR1zN89PLIKDZVaLtYSELBc4yjiUZT3M5TbVq7v/exKRR/LxsUyBICIi5wgICEBgYGCOH+PstYaCg2XehMb6UjanY+7m3DF5PYqIACIjLc9jYqTTSl5TRiIiIiIiN8p4Obt/v2UEOqdj7ub5iUXz5lIHMHOmPB8zRqbj+/qqjYuIiIiIyEp8vDQWzKhrV2DHDmD9ejn++eeykgIA9OwpKyocOiRz6yZPthxzN89PLPz8gOnTZaaMtoTt+PGqoyIiIiIiSic8HFixIvPrJUoAEycCHTtKmdXx48AHH8ixunWlw1TDhjJS4esLDB3q3rg1nr+OhebiRWDfPmk9W7y4TZ/CdSyIiIiICNDHdWFMjKxZ0ayZLB9kLToaOHcOaNFC3RwLz5+8rSlTBujUSXUURERERER5EhqavrWstbCw9C1pVfD8UigiIiIiInI5JhZEREREROQwJhZEREREROQwJhZEREREROQwJhZEREREROQwJhZEREREROQwJhZEREREROQwJhZEREREROQwJhZEREREROQwJhZEREREROQwJhZEREREROQwP9UB6FlqaioA4MKFC4ojISIiIiKVtOtB7fqQMmNikYNLly4BABo1aqQ4EiIiIiLSg0uXLqFixYqqw9Alk9lsNqsOQq+Sk5Oxf/9+lC5dGj4+7qkaS0hIQFhYGKKjoxEQEOCW70mux/9Xz8P/U8/E/1fPw/9Tz6Ti/zU1NRWXLl1C/fr14efHe/NZYWKhM/Hx8QgKCkJcXBwCAwNVh0NOwv9Xz8P/U8/E/1fPw/9Tz8T/V33i5G0iIiIiInIYEwsiIiIiInIYEwud8ff3x6hRo+Dv7686FHIi/r96Hv6feib+v3oe/p96Jv6/6hPnWBARERERkcM4YkFERERERA5jYkFERERERA5jYkFERERERA5jYqEjhw8fRkREBIoVK4bhw4eD0188w5IlS1ClShX4+fmhXr16OHr0qOqQyInat2+PWbNmqQ6DnOjdd99Fly5dVIdBTjB9+nSEhISgUKFCaNmyJf755x/VIVEeXb16FaGhoTh9+nTaa7xu0h8mFjqRlJSELl26oEGDBti7dy+io6N5seIBTp06hQEDBmDcuHE4d+4cHnjgAQwcOFB1WOQkc+bMwZo1a1SHQU508OBBTJ06FZMmTVIdCjno1KlT+OSTT7BkyRIcO3YMVatWxXPPPac6LMqDq1evonPnzumSCl436RMTC51YtWoV4uLiMGHCBFStWhVjxozBjBkzVIdFDjp69CjGjRuHXr16oXTp0njppZewf/9+1WGRE1y/fh1vvfUWatSooToUcpLU1FQMGjQIb7zxBqpUqaI6HHLQ/v370bhxYzz00EOoWLEinn/+eZw8eVJ1WJQHvXv3Rt++fdO9xusmfWJioRNRUVFo3LgxChUqBAAIDw9HdHS04qjIUZ07d8agQYPSnh8/fhzVq1dXGBE5y1tvvYUePXqgcePGqkMhJ/n+++9x6NAhVK5cGUuXLsW9e/dUh0QOCAsLw8aNG3HgwAHExcVh6tSpeOyxx1SHRXkwbdo0vPrqq+le43WTPjGx0In4+HiEhoamPTeZTPD19cWNGzcURkXOdO/ePXz11VcYMmSI6lDIQZs2bcKGDRvw+eefqw6FnOTWrVsYNWoUqlSpgjNnzmDixIlo2rQpEhMTVYdGeRQWFoYnn3wS9evXR9GiRREZGYkvv/xSdViUB9bXRxpeN+kTEwud8PPzy7R6ZIECBXDnzh1FEZGzjRo1CoULF+YcC4O7e/cuBg8ejO+++w4BAQGqwyEn+eOPP3D79m1s2rQJH3/8MdatW4eEhAT8/PPPqkOjPNq9ezeWLVuGXbt24ebNm+jTpw86duzICb4egtdN+sTEQieCg4Nx5cqVdK8lJCQgf/78iiIiZ9q4cSOmTJmCuXPnIl++fKrDIQd8+umniIiIQKdOnVSHQk509uxZNG7cGCVKlAAgFy3h4eGsyTewX3/9Fb1798bDDz+MoKAgjB49GqdOnUJUVJTq0MgJeN2kT36qAyARERGBadOmpT2PiYlBUlISgoODFUZFzhATE4M+ffpgypQpCAsLUx0OOWju3Lm4cuUKihYtCgC4c+cOfv/9d+zevRtTp05VGxzlWYUKFTKVPZ05cwZNmjRRFBE5KjU1FVevXk17npCQgDt37iAlJUVhVOQsvG7SJyYWOtG8eXPEx8dj5syZGDBgAMaMGYO2bdvC19dXdWjkgMTERHTu3BndunVDjx49cOvWLQBA4cKFYTKZFEdHebFt2zYkJyenPX/77bfRuHFjtrE0uE6dOuGVV17B999/j86dO+OPP/5AVFQU5s+frzo0yqNmzZqhf//+eOihh1C6dGlMnz4dZcqUQXh4uOrQyAl43aRPJjOLDXVj6dKl6NOnDwoWLAgfHx9s3ryZd7gNbsmSJejevXum12NiYlC5cmW3x0PO99xzz6Fly5ZMLDzAjh078PbbbyMqKgply5bF119/zYXyDMxsNmP06NGYPn06Lly4gNq1a2PGjBmoX7++6tAoj0wmU7r3T1436Q8TC525ePEi9u3bh8aNG6N48eKqwyEiIiLSLV436QsTCyIiIiIichi7QhERERERkcOYWBARERERkcOYWBARERERkcOYWBARERERkcOYWBARERERkcOYWBAReZlZs2bBZDJl2jZv3gwA2Lx5c9rK4prnnnsOJpMJhw4dAgC88847aZ+T1derXbu2m38qIiJSjYkFEZGX6du3L27cuIGtW7cCAG7cuIEbN26gadOmuX5udHQ0AODIkSPpXq9du3ba17lx4wYiIyOdHzgREeman+oAiIjIvfLnz4/8+fMjICAAADKNTmTH19c3LaE4cuQIfH190x2z9esQEZFn4ogFERHZpGHDhjhy5AgSEhJw7949VKhQQXVIRESkI0wsiIjIJuHh4Thy5AiOHDmCOnXqpDt26NAhFC1aNG0bN26coiiJiEgVlkIREZFNypUrh5s3b+Kvv/5CeHg4jh8/nnasRo0aWLlyZdpzlkUREXkfjlgQEZHNwsLCsHDhQoSHh6d7PX/+/KhcuXLaxsSCiMj7MLEgIiKbhYeHY+PGjZkSCyIiIpZCERGRzcLDw5EvXz7UrFkz3espKSm4efNmuteCgoJgMpncGB0REanExIKIiGxWt25d1KhRA/nz50/3+uHDh1GsWLF0r124cAFlypRxZ3hERKSQyWw2m1UHQURERERExsY5FkRERERE5DAmFkRERERE5DAmFkRERERE5DAmFkRERERE5DAmFkRERERE5DAmFkRERERE5DAmFkRERERE5DAmFkRERERE5DAmFkRERERE5DAmFkRERERE5DAmFkRERERE5LD/B1NpOC77Rr3lAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "\n",
    "\n",
    "x = np.linspace(0, 10, 100)\n",
    "\n",
    "# 图1\n",
    "axes1 = plt.gca()  # 获取当前轴域\n",
    "axes1.plot(x, np.exp(x), color='red')\n",
    "\n",
    "axes1.set_xlabel(\"TIME\")\n",
    "axes1.set_ylabel(\"Value\")\n",
    "\n",
    "axes1.tick_params(axis='y', labelcolor='red')\n",
    "\n",
    "# 图2\n",
    "axes2 = axes1.twinx()  # 和图1共享x轴\n",
    "axes2.set_ylabel('sin', color='blue')\n",
    "axes2.plot(x, np.sin(x), color='blue')\n",
    "axes2.tick_params(axis='y', labelcolor='blue')\n",
    "plt.tight_layout()\n",
    "\n",
    "axes2.set_title('A')\n",
    "# plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x1a0925b7e80>"
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图形绘制\n",
    "fig = plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(0, 2*np.pi)\n",
    "plt.plot(x, np.sin(x) )  # 正弦曲线\n",
    "plt.plot(x, np.cos(x))  # 余弦曲线\n",
    "plt.legend([\"sin\",\"cos\"],fontsize=18,loc=\"best\",ncol=1)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x1a091e31e80>"
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画布\n",
    "fig = plt.figure(figsize=(8, 5))\n",
    "x = np.linspace(0, 2*np.pi, 20)\n",
    "y1 = np.sin(x)\n",
    "y2 = np.cos(x)\n",
    "\n",
    "# c : color 线颜色\n",
    "# marker: 标记的样式或点的样式\n",
    "# mfc: marker face color 标记的背景颜色\n",
    "# ls : line style 线的样式\n",
    "# lw: line width 线的宽度\n",
    "# label: 线标签（图例中显示）\n",
    "plt.plot(x, y1, c='r', marker='o', ls='--', lw=1, label='sinx', mfc='y', )\n",
    "\n",
    "plt.plot(x, y2, c='b', marker='*', ls='-', lw=2, label='cosx', mfc='g', )\n",
    "\n",
    "plt.plot(x, y1-y2, c='y', marker='^', ls='-', lw=3, label='sinx-cosx', mfc='b', alpha=0.5)\n",
    "\n",
    "plt.plot(x, y1+y2, c='orange', marker='>', ls='-.', lw=4, label='sinx+cosx',\n",
    "         mfc='y',\n",
    "         markersize=10,  # 点大小\n",
    "         markeredgecolor='green',  #点边缘颜色\n",
    "         markeredgewidth=2  # 点边缘宽度\n",
    "        )\n",
    "\n",
    "# 图例\n",
    "plt.legend()\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "outputs": [
    {
     "data": {
      "text/plain": "([<matplotlib.axis.YTick at 0x1a0978e9820>,\n  <matplotlib.axis.YTick at 0x1a0978e7f40>,\n  <matplotlib.axis.YTick at 0x1a0978e8fa0>],\n [Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, '')])"
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 10)\n",
    "y = np.sin(x)\n",
    "plt.plot(x,y)\n",
    "\n",
    "plt.xticks(ticks = np.arange(0,11,1))\n",
    "plt.yticks(ticks=[-1,0,1])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 刻度\n",
    "x = np.linspace(0, 10)\n",
    "y = np.sin(x)\n",
    "plt.plot(x,y)\n",
    "\n",
    "plt.yticks(ticks=[-1, 0, 1],    # 刻度值\n",
    "               labels=['min', '0', 'max'],  # 刻度值对应的标签名（显示）\n",
    "               fontsize=15,   # 文字大小\n",
    "               ha='right',  # 水平对齐方式\n",
    "               color='blue')  # 颜色\n",
    "plt.xticks(ticks=np.arange(0, 11, 1), fontsize=20, color='red' )\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "outputs": [
    {
     "data": {
      "text/plain": "(-2.0, 2.0)"
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 2*np.pi)\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y, c='r')\n",
    "\n",
    "# 范围\n",
    "plt.xlim(-2,8)\n",
    "plt.ylim(-2,2)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'str' object is not callable",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mTypeError\u001B[0m                                 Traceback (most recent call last)",
      "Cell \u001B[1;32mIn[87], line 9\u001B[0m\n\u001B[0;32m      4\u001B[0m plt\u001B[38;5;241m.\u001B[39mplot(x, y)\n\u001B[0;32m      6\u001B[0m \u001B[38;5;66;03m# 图的标题\u001B[39;00m\n\u001B[0;32m      7\u001B[0m \u001B[38;5;66;03m# fontsize : 标题大小\u001B[39;00m\n\u001B[0;32m      8\u001B[0m \u001B[38;5;66;03m# loc：标题位置\u001B[39;00m\n\u001B[1;32m----> 9\u001B[0m \u001B[43mplt\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mtitle\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43msin曲线\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mfontsize\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;241;43m20\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mloc\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mcenter\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m)\u001B[49m\n\u001B[0;32m     10\u001B[0m \u001B[38;5;66;03m# 父标题\u001B[39;00m\n\u001B[0;32m     11\u001B[0m plt\u001B[38;5;241m.\u001B[39msuptitle(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m父标题\u001B[39m\u001B[38;5;124m'\u001B[39m, \n\u001B[0;32m     12\u001B[0m              y\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m1.1\u001B[39m,  \u001B[38;5;66;03m# 位置\u001B[39;00m\n\u001B[0;32m     13\u001B[0m              fontsize\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m30\u001B[39m \u001B[38;5;66;03m#文字大小\u001B[39;00m\n\u001B[0;32m     14\u001B[0m             )  \n",
      "\u001B[1;31mTypeError\u001B[0m: 'str' object is not callable"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图形绘制\n",
    "# x = np.linspace(0, 10)\n",
    "# y = np.sin(x)\n",
    "# plt.plot(x, y)\n",
    "#\n",
    "# # 图的标题\n",
    "# # fontsize : 标题大小\n",
    "# # loc：标题位置\n",
    "# plt.title('sin曲线', fontsize=20, loc='center')\n",
    "# # 父标题\n",
    "# plt.suptitle('父标题',\n",
    "#              y=1.1,  # 位置\n",
    "#              fontsize=30 #文字大小\n",
    "#             )\n",
    "#\n",
    "# # 网格线\n",
    "# # ls: line style 网格线样式\n",
    "# # lw：line width  网格线宽度\n",
    "# # c: color 网格线颜色\n",
    "# # axis：画哪个轴的网格线，默认x轴和y轴都画\n",
    "# plt.grid(ls='--', lw=0.5, c='gray', axis='y')\n",
    "#\n",
    "# plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'str' object is not callable",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mTypeError\u001B[0m                                 Traceback (most recent call last)",
      "Cell \u001B[1;32mIn[91], line 18\u001B[0m\n\u001B[0;32m     11\u001B[0m plt\u001B[38;5;241m.\u001B[39mylabel(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124my=sin(x)\u001B[39m\u001B[38;5;124m'\u001B[39m,\n\u001B[0;32m     12\u001B[0m             rotation\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m90\u001B[39m,  \u001B[38;5;66;03m# 旋转角度\u001B[39;00m\n\u001B[0;32m     13\u001B[0m             horizontalalignment\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mright\u001B[39m\u001B[38;5;124m'\u001B[39m,   \u001B[38;5;66;03m# 水平对齐方式\u001B[39;00m\n\u001B[0;32m     14\u001B[0m             fontsize\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m20\u001B[39m\n\u001B[0;32m     15\u001B[0m           )\n\u001B[0;32m     17\u001B[0m \u001B[38;5;66;03m# 标题\u001B[39;00m\n\u001B[1;32m---> 18\u001B[0m \u001B[43mplt\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mtitle\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43m正弦曲线\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m)\u001B[49m\n",
      "\u001B[1;31mTypeError\u001B[0m: 'str' object is not callable"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图形绘制\n",
    "x = np.linspace(0, 10)\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 坐标轴标签\n",
    "plt.xlabel('y=sin(x)',\n",
    "               fontsize=20,   # 文字大小\n",
    "               rotation=0,  # 旋转角度\n",
    "          )\n",
    "plt.ylabel('y=sin(x)',\n",
    "            rotation=90,  # 旋转角度\n",
    "            horizontalalignment='right',   # 水平对齐方式\n",
    "            fontsize=20\n",
    "          )\n",
    "\n",
    "# 标题---学生自己尝试报错不\n",
    "plt.title('正弦曲线')\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(0, 10, 10)\n",
    "y = np.array([60, 30, 20, 90, 40, 60, 50, 80, 70, 30])\n",
    "plt.plot(x, y, ls='--', marker='o')\n",
    "\n",
    "for x,y in zip(x,y):\n",
    "\tplt.text(x=x+0.3,y=y+0.5,s=y,c=\"r\",ha=\"center\",va=\"center\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "execution_count": 102,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(0, 10, 10)\n",
    "y = np.array([60, 30, 20, 90, 40, 60, 50, 80, 70, 30])\n",
    "plt.plot(x, y, ls='--', marker='o')\n",
    "\n",
    "# 注释\n",
    "plt.annotate(text=\"最高销量\",xy=(3,90),\n",
    "\t\t\t xytext=(1, 80),  # 标注的内容的坐标点\n",
    "\t\t\t arrowprops={\n",
    "                'width': 2,   # 箭头线的宽度\n",
    "                'headwidth': 8,  # 箭头头部的宽度\n",
    "                'facecolor': 'blue'  # 箭头的背景颜色\n",
    "    })\n",
    "plt.savefig(fname=\"test.png\",  dpi=100,  facecolor='pink', edgecolor='lightgreen', bbox_inches='tight',   pad_inches=1 )\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 0 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}